{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "is_executing": true
    }
   },
   "source": [
    "# Unsupervised Anomaly Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Anomaly detection detects data points in data that does not fit well with the rest of data. In this notebook we demonstrate how to do anomaly detection for 1-D data using Chronos's dbscan detector, autoencoder detector and threshold detector."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For demonstration, we use the publicly available cluster trace data cluster-trace-v2018 of Alibaba Open Cluster Trace Program. You can find the dataset introduction <a href=\"https://github.com/alibaba/clusterdata/blob/master/cluster-trace-v2018/trace_2018.md\" target=\"_blank\">here</a>. In particular, we use machine usage data to demonstrate anomaly detection, you can download the separate data file directly with <a href=\"http://clusterdata2018pubcn.oss-cn-beijing.aliyuncs.com/machine_usage.tar.gz\" target=\"_blank\">machine_usage</a>."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Download raw dataset and load into dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Now we download the dataset and load it into a pandas dataframe.Steps are as below:\n",
    "* First, download the raw data <a href=\"http://clusterdata2018pubcn.oss-cn-beijing.aliyuncs.com/machine_usage.tar.gz\" target=\"_blank\">machine_usage</a>. Or run the script `get_data.sh` to download the raw data.It will download the resource usage of each machine from m_1932 to m_2085. \n",
    "* Second, run `grep m_1932 machine_usage.csv > m_1932.csv` to extract records of machine 1932. Or run `extract_data.sh`.We use machine 1932 as an example in this notebook.You can choose any machines in the similar way.\n",
    "* Finally, use pandas to load `m_1932.csv` into a dataframe as shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import os \n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "df_1932 = pd.read_csv(\"m_1932.csv\", header=None, usecols=[1,2,3], names=[\"time_step\", \"cpu_usage\",\"mem_usage\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Below are some example records of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time_step</th>\n",
       "      <th>cpu_usage</th>\n",
       "      <th>mem_usage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>386640</td>\n",
       "      <td>41</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>386670</td>\n",
       "      <td>43</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>386690</td>\n",
       "      <td>44</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>386800</td>\n",
       "      <td>46</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>386930</td>\n",
       "      <td>44</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   time_step  cpu_usage  mem_usage\n",
       "0     386640         41         92\n",
       "1     386670         43         92\n",
       "2     386690         44         92\n",
       "3     386800         46         92\n",
       "4     386930         44         93"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1932.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'cpu_usage of machine 1932'}, xlabel='time_step'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_1932.sort_values(by=\"time_step\", inplace=True)\n",
    "df_1932.reset_index(inplace=True)\n",
    "df_1932.plot(y=\"cpu_usage\", x=\"time_step\", figsize=(16,6),title=\"cpu_usage of machine 1932\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Data pre-processing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Now we need to do data cleaning and preprocessing on the raw data. Note that this part could vary for different dataset. \n",
    "\n",
    "For the machine_usage data, the pre-processing contains 2 parts:\n",
    "1. Convert the time step in seconds to timestamp starting from 2018-01-01\n",
    "2. Generate a built-in TSDataset to resample the average of cpu_usage in minutes and impute missing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_1932[\"time_step\"] = pd.to_datetime(df_1932[\"time_step\"], unit='s', origin=pd.Timestamp('2018-01-01'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:There are irregular interval(more than one interval length) among the data. You can call .resample(interval).impute() first to clean the data manually, or set repair=True when initialize TSDataset.\n"
     ]
    }
   ],
   "source": [
    "from bigdl.chronos.data import TSDataset\n",
    "\n",
    "tsdata = TSDataset.from_pandas(df_1932, dt_col=\"time_step\", target_col=\"cpu_usage\")\n",
    "df = tsdata.resample(interval='1min', merge_mode=\"mean\")\\\n",
    "           .impute(mode=\"last\")\\\n",
    "           .to_pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['cpu_usage'].plot(figsize=(16,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Anomaly Detection by DBScan Detector"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DBScanDetector uses DBSCAN clustering for anomaly detection. The DBSCAN algorithm tries to cluster the points and label the points that do not belong to any clusters as -1. It thus detects outliers detection in the input time series. DBScanDetector assigns anomaly score 1 to anomaly samples, and 0 to normal samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:If you want to use sklearnex, please install scikit-learn-intelex first.\n"
     ]
    }
   ],
   "source": [
    "from bigdl.chronos.detector.anomaly import DBScanDetector\n",
    "\n",
    "ad = DBScanDetector(eps=0.1, min_samples=6)\n",
    "ad.fit(df['cpu_usage'].to_numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The anomaly scores are: [0. 0. 0. ... 1. 1. 1.]\n",
      "The anomaly indexes are: [   15    16    17    18   316   317   318   319   321   322   325   326\n",
      "   425   701  1191  1246  1292  1296  1302  1305  1306  1307  1310  1311\n",
      "  1312  1360  1362  1366  1374  1455  1732  1733  1743  1744  1745  1746\n",
      "  1747  1748  1749  1750  1751  1752  1753  1761  1762  1796  1797  1818\n",
      "  1913  3087  3192  3210  3211  3213  3215  3216  3217  3218  3219  3220\n",
      "  3227  3228  3276  3392  3429  3434  3435  3438  3448  3488  3489  3490\n",
      "  3491  3492  3493  3494  3495  3549  3550  3674  3932  3948  4252  4625\n",
      "  4653  4654  4655  4656  4657  4658  4660  4661  4662  4670  4676  4694\n",
      "  4709  4710  4936  4937  5019  5342  5343  5493  5848  6039  6040  6041\n",
      "  6042  6043  6044  6045  6046  6048  6050  6057  6058  6059  6060  6068\n",
      "  6083  6084  6103  6104  6109  6128  6148  6151  6152  6153  6156  6157\n",
      "  6183  6184  6185  6197  6212  6218  6223  6224  6246  6247  6404  6405\n",
      "  6406  6408  6409  6545  6553  6746  7117  7126  7136  7290  7449  7500\n",
      "  7507  7508  7509  7510  7511  7512  7513  7514  7515  7516  7517  7518\n",
      "  7532  7550  7551  7552  7580  7590  7591  7625  7626  7654  7655  7656\n",
      "  7685  8186  8187  8188  8277  8280  8282  8283  8284  8296  8311  8316\n",
      "  8918  8928  8950  8951  8952  8953  8954  8955  8956  8957  8959  8960\n",
      "  8961  8962  8963  8969  9007  9034  9035  9036  9037  9048  9066  9067\n",
      "  9085  9086  9087  9168  9287  9480  9589 10227 10228 10229 10362 10368\n",
      " 10369 10377 10378 10379 10380 10381 10382 10383 10385 10387 10390 10391\n",
      " 10421 10423 10447 10474 10479 10579 11294 11295 11297 11302 11313 11318\n",
      " 11322 11323 11344 11361 11362 11374 11388 11401 11408 11411 11412 11413\n",
      " 11418 11419 11420 11421 11424 11425 11426 11429 11430 11431 11432 11433\n",
      " 11435 11436 11437 11438 11439 11441 11442 11443 11445 11446 11447 11449\n",
      " 11450 11452 11453 11454 11455 11456 11457 11458 11459 11460 11461 11462\n",
      " 11463]\n"
     ]
    }
   ],
   "source": [
    "anomaly_scores = ad.score()\n",
    "anomaly_indexes = ad.anomaly_indexes()\n",
    "\n",
    "print(\"The anomaly scores are:\", anomaly_scores)\n",
    "print(\"The anomaly indexes are:\", anomaly_indexes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Draw anomalies in line chart."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZmZlITk5GgwYNULZsWfbcoqgTBAFFRUU4fvw4MjMzcf755yMpiSP0iYiIiIiIiMh5HBUcLCoqgsfjQePGjVGxYsVYJ4cSWIUKFVCmTBns27cPRUVFKF++fKyTRERERERERERkmCO7O7GXFtkB8yEREREREREROR2jG0RERERERERERAmKwUEiIiIiIiIiIqIExeAgERERERERERFRgmJwkIiIiIiIiIiIKEExOEhERERERERERJSgHB8cFAQB+UUlMfknCILudHo8HowePRotW7ZEuXLlcN555+HNN9/E3r174XK58MMPP+DKK69E+fLlceGFF2Lx4sX+106ePBnVq1eXHG/GjBlwuVy6zv3AAw/gjjvukGwbOnQounfv7n88bdo0tG/fHhUqVEBqaip69OiBs2fPAgBWrVqFG264AbVq1UK1atVwzTXXYO3atZLjbdu2DV27dkX58uXRrl07zJ8/Hy6XCzNmzPDvc+DAAdx1112oXr06atasid69e2Pv3r263gMRERERERERUcTcbmDRImDKFO9/3e5YpyjmUmKdgEidK3aj3Yg5MTn3ltd6omJZfR/hiy++iM8++wxjx45F165dkZWVhW3btvmff/755zFu3Di0a9cOY8aMwW233YbMzEykpqZalXy/rKwsDBgwAKNHj8add96JM2fOICMjwx/8PHPmDAYNGoQPP/wQgiDg/fffxy233IKdO3eiSpUqcLvduOOOO3Deeedh5cqVOHPmDJ577jnJOYqLi9GzZ0906dIFGRkZSElJwRtvvIGbbroJGzZsQNmyZS1/n0RERERERESUwNLTgaefBg4eDGyrVQv45BOgX7/YpSvGHB8cdIIzZ85g/Pjx+OijjzBo0CAAQIsWLdC1a1d/z7knnngCffr0AQBMmDABs2fPxhdffIHhw4dbnr6srCyUlJQgLS0NTZo0AQC0b9/e//x1110n2f/TTz9F9erVsXjxYvTq1Qvz5s3D7t27sWjRItSrVw8A8Oabb+KGG27wv+bHH3+Ex+PB559/7u/xOGnSJFSvXh2LFi3CjTfeaPXbJCIiIiIiIqJElZ4O9O0LyEeBnjgB3HUX8PzzwOjRsUlbjDk+OFihTDK2vNYzZufWY+vWrSgsLMT111+vuk+XLl38f6ekpOCyyy7D1q1bI06jHhdffDGuv/56tG/fHj179sSNN96Ivn37okaNGgCAo0eP4uWXX8aiRYtw7NgxuN1u5OfnY//+/QCA7du3o3Hjxv7AIABcfvnlknOsX78eu3btQpUqVSTbCwoKsHv3bovfIRERERERERElLLfb22OwNDBYnJSMDfXOx0VHdqKMp3RY8bvvApdf7g0gJhjHBwddLpfuob2xUqFChYhen5SUFDS/YXFxsWmvT05Oxrx587Bs2TLMnTsXH374IV566SWsXLkSzZo1w6BBg5CdnY3x48ejSZMmKFeuHLp06YKioiLdacjLy0PHjh3x3XffBT1Xu3Zt3cchIiIiIiIiIjIkI0MylHjU9YPxbYdb8cDqXzBywaeB/e6/H7jzTiBZX2eweOH4BUmc4Pzzz0eFChWwYMEC1X1WrFjh/7ukpARr1qxB27ZtAXiDZ2fOnPEvEAIA69at033+2rVrIysrS7JN/nqXy4WrrroKo0aNwj///IOyZcvi559/BgAsXboUTz31FG655RZccMEFKFeuHE6cOOF/bevWrXHgwAEcPXrUv23VqlWS43fo0AE7d+5EnTp10LJlS8m/atWq6X4vRERERERERESGHDokefhth1sBAJMvu12637lzgEbsJl4xOBgF5cuXx//93/9h+PDh+Prrr7F7926sWLECX3zxhX+fjz/+GD///DO2bduGIUOG4NSpU3jooYcAAJ07d0bFihXxn//8B7t378b333+PyZMn6z7/ddddh9WrV+Prr7/Gzp078eqrr2LTpk3+51euXIn//ve/WL16Nfbv34/09HQcP37cH5w8//zz8c0332Dr1q1YuXIl7r33XklvyBtuuAEtWrTAoEGDsGHDBixduhQvv/wyAPjnF7z33ntRq1Yt9O7dGxkZGcjMzMSiRYvw1FNP4aB4IlAiIiIiIiIiIjO9+ab+fQ3EW+IFg4NR8sorr+C5557DiBEj0LZtW9x99904duyY//m3334bb7/9Ni6++GIsWbIEv/zyC2rVqgUAqFmzJr799lv8/vvvaN++PaZMmYKRI0fqPnfPnj3xyiuvYPjw4ejUqRPOnDmD+++/3/981apV8ddff+GWW25Bq1at8PLLL+P999/HzTffDAD44osvcOrUKXTo0AEDBw7EU089hTp16vhfn5ycjBkzZiAvLw+dOnXCI488gpdeegmANzAKABUrVsRff/2F8847D2lpaWjbti0efvhhFBQUoGrVqmF/rkREREREREREqn78ERCt6SBo7AoA2LjR0uTYkUuQT0YXY7m5uahWrRpycnKCgkYFBQXIzMxEs2bN/EEnp9u7dy+aNWuGf/75B5dcckmsk2OapUuXomvXrti1axdatGgR6+RYIh7zIxEREREREVHccLuBSpWAwkIA3sBgs//7TbLLxrH9UKXoXGDDVVcBS5ZEMZHW0Iqvydl7JQ9yjJ9//hmVK1fG+eefj127duHpp5/GVVddFbeBQSIiIiIiIiKyMbcbGDfOHxgEgAf6jZTscvWeNShXIlvwtXdv69NmMxxWHAcuuOACVK5cWfGf0urAVjhz5gyGDBmCNm3a4IEHHkCnTp0wc+bMqJybiIiIiIiIiMgvPR1o2hQYNsy/yQMXFje/TLLb1z+9irKeEulrn346Cgm0F/YcjLGmTZsi0pHdv//+O4qLixWfq1u3bkTH1uv++++XzGNIRERERERERBR16elA376ALNYyssdjoV97881A2bIWJcy+GByMA02aNIl1EoiIiIiIiIiIYsvt9vb8EwQUpJTFb2264urMtZjUsTe+7tgr9OuHD7c+jTbE4CARERERERERETlfRgZw8CAA4L1uA/H55Xcq7nbt7lX4NP0N6caaNYFu3axOoS0xOEhERERERERERM6XleX/84/WV6ruNmnaqOCNTz8NJCdbkSrbY3CQiIiIiIiIiIicxe0GFi3y/gOA7t2BOnX8Tx+qZmANhooVgZdeMjN1jsLgIBEREREREREROUd6OjB4MJCdHdj2xhveocGpqdLtekyalLC9BgEGB4mIiIiIiIiIyCnS04E+fZSfO3kSHrhwplwl1Zfft3aWdEOvXsBdd5mYQOdJinUCyBm6d++OoUOH+h83bdoU48aNi1l6Qtm7dy9cLhfWrVsX66QQERERERERkRncbuCpp/wP88pWwG9tuuJcSjn/tgf7vYqLh/6oeojHVk4PPGjeHPj1V0uS6iSGg4NnzpzB0KFD0aRJE1SoUAFXXnklVq1a5X9eEASMGDEC9evXR4UKFdCjRw/s3LnT1ERT7K1atQqDBw+OdTKIiIiIiIiIKFFkZACHDgEAjlROxYXP/IQner+Ats9Nx5/NL4MAYHHzyzQPUcbj9v7RpQuwe7fFCXYGw8HBRx55BPPmzcM333yDjRs34sYbb0SPHj1wqPTLGT16ND744ANMnDgRK1euRKVKldCzZ08UFBSYnviI+CaunDLF+1+3O9YpcpTatWujYsWKsU4GERERERERESWK0tWIz5StgCuGfCV56qF+I9Hs/34LeYgUT4n3jyefND15TmUoOHju3DlMnz4do0ePxtVXX42WLVti5MiRaNmyJSZMmABBEDBu3Di8/PLL6N27Ny666CJ8/fXXOHz4MGbMmKF4zMLCQuTm5kr+WS49HWjaFLj2WuCee7z/bdrUu90is2fPRteuXVG9enWkpqaiV69e2C2KUPuGwaanp+Paa69FxYoVcfHFF2P58uWS40yfPh0XXHABypUrh6ZNm+L999+XPN+0aVO88cYbuP/++1G5cmU0adIEv/zyC44fP47evXujcuXKuOiii7B69Wr/a7KzszFgwAA0bNgQFStWRPv27TFlyhTN9yMfVnz69Gk88sgjqF27NqpWrYrrrrsO69ev9z+/fv16XHvttahSpQqqVq2Kjh07StIgds899+Duu++WbCsuLkatWrXw9ddf6/o85SZPnozq1atLts2YMQMul0uybebMmejQoQPKly+P5s2bY9SoUSgpKdH8LIiIiIiIiIgoCurXBwC81HOI7pc0zDkqeVzGXSI5FhkMDpaUlMDtdqN8+fKS7RUqVMCSJUuQmZmJI0eOoEePHv7nqlWrhs6dOwcFuXzeeustVKtWzf+vcePGYbwNA9LTgb59gYMHpdsPHfJutyhAePbsWTz77LNYvXo1FixYgKSkJNx5553weDyS/V566SUMGzYM69atQ6tWrTBgwAB/cGrNmjW466670L9/f2zcuBEjR47EK6+8gsmTJ0uOMXbsWFx11VX4559/cOutt2LgwIG4//77cd9992Ht2rVo0aIF7r//fgiCAAAoKChAx44dMWvWLGzatAmDBw/GwIED8ffff+t+f/369cOxY8fwxx9/YM2aNejQoQOuv/56nDx5EgBw7733olGjRli1ahXWrFmDF154AWXKlFE81r333otff/0VeXl5/m1z5sxBfn4+7rzzTkOfpxEZGRm4//778fTTT2PLli343//+h8mTJ+PNN98M+5hEREREREREZJLfvD0Df2nXXdfuPXauhCDrFFRGcAONGwPdupmdOscytFpxlSpV0KVLF7z++uto27Yt6tatiylTpmD58uVo2bIljhw5AgCoW7eu5HV169b1Pyf34osv4tlnn/U/zs3NtS5A6HYDTz8NlAbFJAQBcLmAoUOB3r1NX8K6j2wlnS+//BK1a9fGli1bcOGFF/q3Dxs2DLfeeisAYNSoUbjggguwa9cutGnTBmPGjMH111+PV155BQDQqlUrbNmyBe+++y4eeOAB/zFuueUWPPbYYwCAESNGYMKECejUqRP69esHAPi///s/dOnSBUePHkW9evXQsGFDDBs2zP/6J598EnPmzMHUqVNx+eWXh3xvS5Yswd9//41jx46hXDnvJKDvvfceZsyYgWnTpmHw4MHYv38/nn/+ebRp0wYAcP7556ser2fPnqhUqRJ+/vlnDBw4EADw/fff4/bbb0eVKlUMfZ5GjBo1Ci+88AIGDRoEAGjevDlef/11DB8+HK+++mpYxyQiIiIiIiIiEwwfDshGT4bSKOcoNtVrIdmW4nYD48aZHvdxMsNzDn7zzTcQBAENGzZEuXLl8MEHH2DAgAFISgpv4eNy5cqhatWqkn+WycgI7jEoJgjAgQPe/Uy2c+dODBgwAM2bN0fVqlXRtGlTAMD+/fsl+1100UX+v+uXdnE9duwYAGDr1q246qqrJPtfddVV2LlzJ9yiORPFx/AFatu3bx+0zXdct9uN119/He3bt0fNmjVRuXJlzJkzJyhtatavX4+8vDykpqaicuXK/n+ZmZn+ob7PPvssHnnkEfTo0QNvv/225hDglJQU3HXXXfjuu+8AeHsJzpw5E/fee69/H72fpxHr16/Ha6+9JnkPjz76KLKyspCfnx/2cYmIiIiIiIgoAkVFhgODAFCp6BwEyHoO/vgDkJZmVsrigqGegwDQokULLF68GGfPnkVubi7q16+Pu+++G82bN0e9evUAAEePHvUHtnyPL7nkEtMSHbbSiStN28+A2267DU2aNMFnn32GBg0awOPx4MILL0RRUZFkP/FQW998eEaHyiodQ+u47777LsaPH49x48ahffv2qFSpEoYOHRqUNjV5eXmoX78+Fi1aFPScb56/kSNH4p577sGsWbPwxx9/4NVXX8UPP/zgHyYsd++99+Kaa67BsWPHMG/ePFSoUAE33XST/3m9n6dPUlKSfxi1T3FxcdD7GDVqFNIUCgn5UHoiIiIiIiIiipJPPgHCmEbMnZQEj2hYcZvKLrju6G1myuKC4eCgT6VKlVCpUiWcOnUKc+bMwejRo9GsWTPUq1cPCxYs8AcDc3NzsXLlSvz73/82K83h0zvZpMmTUmZnZ2P79u347LPP0K10TPuSJUsMH6dt27ZYunSpZNvSpUvRqlUrJEfQHXbp0qXo3bs37rvvPgDeoOGOHTvQrl07Xa/v0KEDjhw5gpSUFH8PPiWtWrVCq1at8Mwzz2DAgAGYNGmSanDwyiuvROPGjfHjjz/ijz/+QL9+/fwBznA+z9q1a+PMmTM4e/YsKlWqBABYt25d0PvYvn07WrZsqet9ExEREREREVEUaIw+1FKlMF8y5+Dvr/QC/tcQGD+evQdFDI8FnjNnDmbPno3MzEzMmzcP1157Ldq0aYMHH3wQLpcLQ4cOxRtvvIFffvkFGzduxP33348GDRrgjjvusCD5BnXrBjRq5J1bUInLZcmklDVq1EBqaio+/fRT7Nq1C3/++adknkW9nnvuOSxYsACvv/46duzYga+++gofffSRZL7AcJx//vmYN28eli1bhq1bt+Kxxx7D0aNHQ7+wVI8ePdClSxfccccdmDt3Lvbu3Ytly5bhpZdewurVq3Hu3Dk88cQTWLRoEfbt24elS5di1apVaNu2reZx77nnHkycOBHz5s2TDCkO5/Ps3LkzKlasiP/85z/YvXs3vv/++6CFXEaMGIGvv/4ao0aNwubNm7F161b88MMPePnll3V/FkRERERERERkshbSeQMvObwtaJc7N/2JWmdP+R93OLQVg9b+Bo8rEPpKgmD5grROZDg4mJOTgyFDhqBNmza4//770bVrV8yZM8ffq2v48OF48sknMXjwYHTq1Al5eXmYPXu2PYZlJid7o8NAcIDQ99iCSSmTkpLwww8/YM2aNbjwwgvxzDPP4N133zV8nA4dOmDq1Kn44YcfcOGFF2LEiBF47bXXJIuRhOPll19Ghw4d0LNnT3Tv3h316tUzFMx1uVz4/fffcfXVV+PBBx9Eq1at0L9/f+zbtw9169ZFcnIysrOzcf/996NVq1a46667cPPNN2PUqFGax7333nuxZcsWNGzYUDLXYjifZ82aNfHtt9/i999/R/v27TFlyhSMHDlSsk/Pnj3x22+/Ye7cuejUqROuuOIKjB07Fk2aNNH9WRARERERERGRyR5/XLGj12fTX8Obsz/CoDW/YsysMfjlq2f8z03/9nlULjqHoCVpfVOODR3qXbiW4BLkE7HFWG5uLqpVq4acnJygxUkKCgqQmZmJZs2aRRZsTE/3rlosXpykcWNvYJDdSkkn0/IjEREREREREWkbNsy/KMkdA9/DugZt8Nn013DDrr8lu31z6S2oUpiPO7YsAgBc/NQU5FSoAgDY+04v6TEXLgS6d7c65TGhFV+TC3vOQUdLSwN69/auSpyV5Z1jsFs3LmNNRERERERERGRH770H7NoFzJypudvAf36XPL5r4zx8dnkaLt+/MXhnCxakdaLEDA4C3kBgnEaHiYiIiIiIiIjizowZwNSpwO+HdL9k2F9fo/P+Teh8QCE4aPKCtE6VuMFBIiIiIiIiIiJylrvuAo4vAQ7kAJWrhNy9nLsEPXZLhx7D5fIuWGvygrROxeAgERERERERERE5SOniJN98A5zY7h0evHMn8Nln0vUlFF9q3YK0TuXI4KDN1lChBMV8SERERERERBR9/tZ4UpJ0yriXXpKuL3HiBPDMM9KAYaNGXJBWxlHBwTJlygAA8vPzUaFChRinhhJdfn4+gEC+JCIiIiIiIqLocck3KK0vceedXJA2BEcFB5OTk1G9enUcO3YMAFCxYkW4XEFZgchSgiAgPz8fx44dQ/Xq1ZHMQoWIiIiIiIjInrggbUiOCg4CQL169QDAHyAkipXq1av78yMRERER2ZzbzZ4jREREChwXHHS5XKhfvz7q1KmD4uLiWCeHElSZMmXYY5CIiIjIKdLTgaefDp5zavx4zjlFREQJz3HBQZ/k5GQGZ4iIiIiISFt6OtC3LyBfTO7gQaBPH2D6dAYIiYgooSXFOgFEROQAbjewaBEwZYr3v253rFNEREQUmtvt7TFYGhgUAJyoWE26z+DBvK4REVFCY3CQiIi0pacDTZsC114L3HOP979Nm3q3ExER2VlGhmQo8Zhu9+GyJ7/D1PY3BPbJzgbefDMGiSMiIrIHBgeJiEidbyiWeI4mADh0yLudAUIiIrKzQ4ckDz+8sj8AYPgtT0v3e/dd9h4koshxtA05FIODRESkTDYUa1fNRvjmkptR4koKzNs0dCgrPUREZF/Hj+vbLy/P25AnIgoXR9uQgzE4SEREymRDsXo8OhGv9ByCrzv08m4QBODAAe9+REREdlS7tv59GRwkonCpjbbxLXzEAKH55ItMUUQYHCQiImVZWYqb/2nQWtd+REREMdewYaxTQETxTjbaRhEXPrKMyxXrFMQHBgeJiEhZ/frm7kdERBRt3boBqan69u3e3dKkEFGcko22md/icqTd9y72VhfVkbnwEdkcg4NERKSsWzegUSP123EuF9C4sXc/IiIiO0pOBiZMCL1faiqDg0QUHtkomkf6jsDahm3xbK9npft98AF7D5JtMThIRETKkpOB8eO9f8sDhL7H48Z59yMiIrKrfv2A55/X3ufTT3k9I6LwqIyiWduwrXRDdjbn6ibbYnCQiIjUpaUB06ZJ5mwSXC5vj8Jp07zPExERERElqm7dgJo19e3LubrJphgcJCIibWlpwN69gcfXXgtkZjIwSEREzvDTT8C772rvM3Qoh/sRUXiSk4Enn9S3b5061qaFKEwMDhIRUWjioVZ16ugbeuV2A4sWAVOmeP/LRhcREUWb2w08/njo/Q4c4HA/Igof5+Amh0uJdQKIiMhZXGoLlIilpwNPPy1ZuQ2NGnnnMGSPQyIiipaMDODECX37crgfEYXr2DFz9yOKMvYcJCIiQwRB0N4hPR3o21caGASAQ4e829PTrUscERGRmJGAn8qiAkREIektP1jOkE0xOEhEROZxu709BksDiELpP++D0r84rxNp4XB0IjKT3oZ47docFkhE4evWzTtKRm2EjcsFNG7McsZEIborkEEMDhIRkXkyMvw9Bj1w4Y6B7+O+u9+QBgg5rxOpSU8Hmjb1Lnpzzz3e/zZtyt6mFMDgMRnla7CH8skn+ubTJSJSkpzsnT5HiS9gOG4cyxkL6JnxiEJjcJCIiMwjGr61t0Z9rG/QGkubXoKi5BTV/YgAcDg6hcbgMYVDq8EulsRmERGZoGZN5W3TpnHebbI1XgWJiMg8nG+FwiEbjr6i8YU4VqmG9zkORyfAGwDs0yc4eHzwoHc7A4SkpXdvIDVVex+WMUQUCd9Nzuzs4OeUthHZDIODRERkHpX5VgSUPuZ8K6RENBx9aZOL0f+et3H5E98Enudw9MTmdgODB/sfZtZogKnte8DtElVjBw9mYIfUZWSEbpyzjCGicMlucgZxuXgDgmyPwUEiIjKPePiWKEAouJI43wqpEw0zX9LkEl37UQJZtEgS2Ll28KcYfstQ/HjRDYF9srO9+xEpOXRIcXNQM15lPyIiTaKbnIp4k5McgMFBIlLGSd8pXGlp3nlV6tb1b/K4XN4ehZxvhZRwODppEQX9ipIC85euadhWdT8iifnz9e13/Li16SBnYp2YQtF785I3OcnGGBwkomCc9J0ilZYG4c8//Q89v/8OZGYyMEjKVIaj+3E4emLzePx/Tmt/vf9vl7zfl2g/Ij+3G5g5U9++tWtbmxZyHtaJSQ/e5KQ4wOAgEUlx0ncyi2josOeqrhxKTOokw9Flz3E4OlWv7v/zVIWq/r+T5HM7ifYj8svIAE6d8j+sWHTO/7cgL3AaNoxWqsgJfAtMyOvEhw55t7NOTD6+m5xaeJOTbI7BwUTCLvEUimzS9xJXEk6KGmIAOOk7Bc/RpMTtBpYvD7xm8WLmG9JWOhzdVbmydDuHo9Pp0/4/KxQX+v92yYODov2I/GTD+CQL2YilprLhTgGyBSbcriRk++rEguD9xwUmyCc5GRgwQHuf/v15k5NsjcHBRMEu8aSHbNL3vveNRoenvseuVNGdME76TqGkp3vnG3zwQf8mT1of7zaWOaQlLQ0YMiTweOFCDkcniYrFBf6/VQahE0nJhvF5kgLNH0E8lcFTT7HhTgGyBSbuvfsNdHzqe2yu0yywDxeYIB+3G/jyS+19vvySwWSTqS0OTeFhcDARqHWJP3iQXeJJShb0W9egDQDg53bXau5H5Ocblp6dLRmuJQDewDKHphORUaLhwhVEwUGPfI5KDismJbI5TRV7DqamAi+9FOWEka3JVq5e0eQiAMDUi26U7jdjRpQSRLYm62ChiB0sLOPi7UJTMDgY72Rd4oOwSzzp4FEbgkMJSfXy63Z7e16UKkwp4/9bkoeefpplDilLTwc+/jjwmL3cCZAMF07xBMqOoPniOKyYlEjmNHXBkxToHeivHX/6KXsNkpTKytXZFatJN3z1Fes0pD/ox+Ag2Rhb/PFO1iV+VcN2eKv7gyhIDjTa2SWe/Lp3V9wsHoIDgBXoBKfagz8jQ3Kn/YneLwReI+7hc/AgyxwK5uvlfuaMdDsnfifRNUgcDhTkdyrk1yoin9I5TYMWHGnUCJg+nVMXUDDRytXies9vba+W7nf6NOs0RBQXWIuKd7Iu8f3uG43/de6DiVf01dyPElT37kDNmkGbg4bgfPEF75JSMFk5klkz0AgL6n0qmyCeEpyol3vQIhO+id//9S/gu++4oFYiEt24ShI8/r/X12+luh+RIqXyhUiJKJAc1EtZjnUa0nv94XWKbIzBwXin0iV+U92WuvajBJOc7G2gy3x++Z3SDez5RUo0ypGgucHq1LE4MeQosl7uio4fB+67j0ONE1G3boFegaJYzs5aTQIPkpK40iyp8/VMlt3EErKy2DOZlHXrBtSqBQBwh+qVLFv0hhJQ9+7euUu1pKYyOEi2xuBgvBN1iRfLL1Ne136UgE6d0rcf75KSnEY5EhQcJBIzWp5wqHFiWbYM8Hh7DIp7Dkp4PN79iOS05t/2beP82ySXnAwMHAggRB0mORm48sooJYpsKznZO3epFs5tSjbH4GC8k8+tUqpEfgdMZT9KMG438O23+vblXVKS0yhHBPmw4mPHLE4MOYqO8iSrSmpgvlw26BOLKHjsUp/1lDetSJlGz2QBLm95wvm3Sc7tBr75BgDgcWkEdNxu3pggr7Q07xymnNuUHMpQcNDtduOVV15Bs2bNUKFCBbRo0QKvv/46BNGdOEEQMGLECNSvXx8VKlRAjx49sHPnTtMTTjp16+YtkGRKklMCDxo35lAc8srIAE6cCL1fUhLvklIw0RAcuaC77gwuk1i3bprDcbbXaoIuj3+Fng+LVjJmgz5xiMoLl9YUcSxXSIneoDGDyyQmqhOHHP3AvEM+aWnAvn3SbXv3MjBIjmAoOPjOO+9gwoQJ+Oijj7B161a88847GD16ND788EP/PqNHj8YHH3yAiRMnYuXKlahUqRJ69uyJgoIC0xNPOiQnA+PHAy6X918ptys5sG3cOHZxJi+9lRsO3yIlycnAJ58oPiVZkIQ3JEiDUs+wP1p7b0bsq9Eg+AVslMU/341Ol0t5WLHLxXKF1GkEjSUrXjO4TGKia0vQwnxyzDskJm9Xs51tGUFrNAEZZig4uGzZMvTu3Ru33normjZtir59++LGG2/E33//DcDba3DcuHF4+eWX0bt3b1x00UX4+uuvcfjwYcyYMUPxmIWFhcjNzZX8I5OlpQHTpkm6OJckJXkr2tOm8U4GBRip3LBBTkr69QOefz5os//SzRsSpCQjA8jODu+1bJTFP9+NTrWVZQWB5QqpEwWXFTG4TEpE1xZBq+dg7drMO0SxxqnNTWEoOHjllVdiwYIF2LFjBwBg/fr1WLJkCW6++WYAQGZmJo4cOYIePXr4X1OtWjV07twZy5cvVzzmW2+9hWrVqvn/NW7cONz3QlrS0rxdmkuVtDwfyMxkYJCkNIaFBmGDnNSMHg389JNkk8fFGxKkIZybDWzQE5EevuAyEBwg9D1mcJnkrrzSv0q6O0kjb3z0EfMOEcUFQ8HBF154Af3790ebNm1QpkwZXHrppRg6dCjuvfdeAMCRI0cAAHXr1pW8rm7duv7n5F588UXk5OT4/x04cCCc90F6iC5cJRUq8kJGwTSGhUqwQU6hyBY90rzrThTiZoNL3mOMDfrE4lttFiplicvFxWlIm8IoGgAQGvKmFanIyPCvkq4556DGfLlERE5iKDg4depUfPfdd/j++++xdu1afPXVV3jvvffw1VdfhZ2AcuXKoWrVqpJ/ZL0SD8fnkwqVYaF+HBZKoYqP9HSgb1/JJo8rCTh0yLs9Pd26tJEzhRr2J2dyL1QPr4n2JlptVlAaO8TFaUiPtDQImZnSbdu2MTBIyhYt8v+pGRwU7UdE5GSGgoPPP/+8v/dg+/btMXDgQDzzzDN46623AAD16tUDABw9elTyuqNHj/qfI3soyc3zXsx4l52UKAwLBeDtMcg77KTF18NH1tPL43IFtrGHD8klJwMdOwKCYuhHauFCU6fF+GTRLlz6+jzsOpZnyvHIAlxtlszChQKIKMqK/1zIei85gqHgYH5+PpJkQ8WSk5PhKe1y3axZM9SrVw8LFizwP5+bm4uVK1eiS5cuJiSXIiLqrVN88hRw7bVA06bsxUPKZD2/zG6QU5wS9fC5/MAm/2b/XXf28CElw4cDM2eqP9+mTeDv7t1NbdCPnr0dOeeK8easLaYdk0wmWRggsLnlif2q+xERRaR7d9EDjdtWkv2IENS23nTfv9jmJkcwFBy87bbb8Oabb2LWrFnYu3cvfv75Z4wZMwZ33nknAMDlcmHo0KF444038Msvv2Djxo24//770aBBA9xxxx1WpJ/0kg3z80+sy2F+pJfJDXJyMK2uXaKeO6n5Of6/BVeS6n6U4IqKgDFj/A/PpZQL3qd0ITQruTgvpn2pDDu/4OiewIPkZODEiSgnjJxGPn2p2gLYROjeXd98gqdOWZ4UchCFqXXKeNxsc5MjGAoOfvjhh+jbty8ef/xxtG3bFsOGDcNjjz2G119/3b/P8OHD8eSTT2Lw4MHo1KkT8vLyMHv2bJQvX970xJNOCsP8ipNTvH9wmB8RmalOHcXNQfP1qOxHCeiTTyTXn88vvzNoF1fpCAUrMTRoY6LVZsUDz8W9COF2A3fdxYYXGZPxF+u/pCw5GZgwIfR+zz7LPEReKlPrJHvcbHOTIxgKDlapUgXjxo3Dvn37cO7cOezevRtvvPEGypYt69/H5XLhtddew5EjR1BQUID58+ejVatWpiecDBAN8/MpSRL1AOMwPyIyIoyeFh55z0Ein927VZ9ipx7yS0sDfvwRQqge7Gx4kZaff5Y+vulmDvcjdbVrA1BZJd2HbSjyUWhzA0CKp/SaxDY32Rxba4lAYfieJDiosR8RkSHHjiluDgryqOxHCahFC9WnohlU5qhiB6hdGxD1Iv2lXXdsqd0s8DwbXqQlPR3CXXdJNgkucLgfqdOaC1eMbSgCVPNBGXeJrv3IOE4NYS4GBxOB4gTdCq0gTuRNRJESLxwg2hx0153lDfk8/rjqfKZBw9Etxeig7WVlQb6e9a0Pjlfcj0hCZbgfAA73I2VuN/Dtt/r2ZZ2GANV8kCx4dO1H4WMNzhwMDiYClYm8/VwuoHFj735EahYtYqWZQlMpb/wNepY3JFe2rLdRriCawUH2HHSA+vWDWgBBix359iMSUxnu5782sdcpyWVk+Bc5kt+UkKhdm3Ua8lKtA5diHZhsjsHBRCCayNvHP4m3r/AaN44r0ZKUfHjNtdcCTZoAr70GTJnCYCEpk5Q34oUDXNaWN263N08ybzpTr16KmxUDP5S4unXTXj3USQ0vllnRVdqbNOQINPY6JR+9eeHee9mGIi9fHVhtrKsgsM1NtsZad6JISwOmTQve3qiRd3taWvTTRPaVnu6df0dEALzz8rz6KnDPPd5gISfxJiW+8qZCYJV6AS7rypv0dG9evPZa5k2nEjXCGp8+4v/b13PQFYVJZdhx0AGSkyE89LDyc0662ckyK/pUepNyygtSpTcv1KhhbTrI8TQXtCGyEQYHE4m4QZ6SAixcCGRmMjBIUirz8igOqeAk3qQmLQ24+Wb/Q+GDD6wpb3yBbPlwMeZNZxE1wi45vN3/NxckoSCdOytvd8rNTpZZsVE63E9IUilTnNTrlKKjWzegYUMAohFXpSQ15M8+Y89f8vK1oWQkU+twblOyMQYHE1VSEtC9u/3vrlP0qc3Lo9Ry5iTepEGyIMkll1gzlJgTzMcHlXl6PKUV6mjE7VzsO+gIin1InXKzk2VW7ChMsQOU5icn9Tql6ElOBgYPVnxKcsP84EHOVUleKm0oP85tSjbH4CARSanMseJryuxKbYSR1w/GsUrVS5/ghY5Cs2RQqKwSNqFzH8xo1110UuZNxxA13MU3Inx/y3ttWIE9B50hCiPMrSMrs/5odSXGXTUgUD6yzLJWWhrww4/B253S65Si7/zzAQSPngm6Yc65KglQb0Mxv5BDpMQ6ARQbjq5ck7W05uURgFse+BBFKWWws9Z5+O7HlwM78EKXMIQwQn2WlDmiPLeldjO80/1BAMAdWxap7kc2lpYGDBsG7AhUoj2uJG/g8KquMUwY2d6113oDPOPH2zvAIyuL/n3nfwAAlx/YjCv3b1Ddj8wj3HEHsPqPwIZZs4Brr2aPQVKmUif2uFxIFkLvRwlGlA+aZx/EntRGABRukDO/kE2x5yARSakM7/PdNS1KKQMA2FivpfR1vNCRBsGK6KAoz53w9WQNsR/ZWHo68N57krzicbkAjweuJUssPz17DjqDsHKl8hNOmLNPpSw6Li+/WGZFjdC1KwODpC5EnZhzVZKEKL9ULsr3b/b3HGR+IZtjcJCIpNTm5VFrOPNCR2pE8UBh/Xrz59G68kp/o86dpNK4S0727kf2Jp6LzSXrORilru6cc9AB3G5g8mTl55wwZ59KoAEMNBDZU2mdWD6s2ONyca5KCqYyRQoA5heLcDSkuRgcTFD8HZEm3/A+EcXVinmhS0i6gijp6RDmzPE/FJ57Dmja1NxePcuW+YMAJWorULrd3v3I3kRzsblFKxQHKtcWXbXEQaTjx+wbVCKvjAwIJ0+qP2/3OfuSk4EBA7RbM7yeWko+LQYblhRSWhowcYJ0m8vFuSpJWVqaN1+UKevfJID5xWouDv8wBYODRBSsdHifhFKhywsdKUlP9w7vO3fOv0lwucwf9nfoUOD4ooClRx68FO1HNiWaY80jCg76/nZZ0YJPT/cGrH0WLjQ/gE3mysoK7o2hsp8tKV1bIQqCDxvG6ymRHd18s+ShMHu2M1ZIp9hISwPatw88/uor5hdyBAYHE5Tg8QCLFrGXBAUTD+8TCeo5WLkyL3QJSnNBEq38Y/awv6NH/X8mic63J7Wh6n5kU6I51jySYcUW3QlOTwf69JGsHOsCvI/79GGA0K70zsVnxzn7ZGVjVpXU4H1++IH1smhjz0HSQT5vsqdrN/bwJW3i+svlnZhfyBEYHEwk4saOx+Nd3Y+9JEjuzTclDWYfxTkHeaEjOdHwUDF/kMfMYX8nTvj/TBI8/r9f7Pmk6n5kU6K52ARJz0HRXGxmcbuBwYODNkt6Jw4ezCCNHXXrBqFmTfXn7Txnn6xs7PnQx/6//XnPzkOi4wSHEZMZmI0oFPGNdJY75BQMDiYK3zC/Uv4hLE5Y3Y+iJz0dePVVxaeCeg7ySkdKVIbzBQ0FNGPY3/79/j9dokrYqsYXqO5HNiWaxFs652CS+csIL1oEZGcHbRbnIWRne/cje0lOBgYNUn7O7nPgysq83PKV/X9Lyke7DokmSmDyKq+8JyGRFuYWcgoGBxOByjA/AM5Y3Y+iw5dPVKiuukUkpjqcT5ZfTB72J+711S1zranHpihJSwOmToWnXDn/Jo9v0vd77jHvPHqDfgwO2lOnTsrb7T4HrpOHRMcxzWkyiFR4mG1IjdvtrT+cPOXfxFgyOQWDg4lAZZifn91X96PokOWTZ299VvJ00HUtJcX6NJHziIeHijb7/zZz2F+TJv4/y5UU+/++ddsS1f3IxtLTgWeegVAc+C49NVOB998HLrhA44XmcLHy7giKjayFC+0/B66obJQTAHsPiSYiKV4vSIlvobNrr/Vek3zmz49ZkoiMYHAwESgMURHP6aS1HyUQ0ffvdiUh/cLrJE8HDSsWNeCJ/ETDQ8WNYMHlMn/Y33WBPCqec7Csu1h1P7Ip39QXBw/C7QrkDU9ODnD33cDmzeadq3t3xc1B86qq7Ec21L27PYcSi6mUjZLHdh0SHcfYo4fCwR6nFERUjwGk8WPh2Wc5hRc5AoODiUBhiIpL1JDW2o8SSIjv/1TFqtIN+fkcik7K0tK8w/vKl/dvEuAyf9hf9+5AqnfFT/Gwd0kgOzWVQR67k0194ZF8l6V++82884nyjSrmG9tydKPcVzY2lK2oXrOmvYdEE5EEhxWThKweU5yUjK11mvmfFlwuTuFFjsDgYCJQGMoiWZWRQ1kICOQTFdc89rl0gyBwKDqpS0sDbrzR/9Dz5pvmDPvzzeUyZYo3/02cGLSLpAfYp5+yJ47dyaY0EAcHPa4kb1mTk2Pe+ZKTvflCC/MNWSUtDdi7V7pt7FgGBqMkaGGJ2CSDHE5xQRJx/WTRIgaCEomsHjOk9wvwJInqEJzCyzIsw83F4GAiEA9lKeVvenEoC/ko5JOQOBSdtIh7gF14YeRljHgul3vu8f73mWeA55+HULt24Fy+XorTp7PB7QTyckQcHJRPZ2CWtDRv/pD34GK+sb2IhoHapfEuKwuDFvwiIluRlztBPQeV6idNm3IoaaKQ1WPmtuoieewf0cJ2k2V4FTUHg4OJwjeURc7uq/tRdKWlAaNG6boL4xIEDkVPUHob5+L9Ip7XSTaXi9+hQ8B770EYMiRwrv/7P2/PHJZrzqBRjnhK58d1WTExWFoasG9f4PH11zPfOEDYWUGp8V6nDvDaa5EFCe0ScCRdHD0snWxDko/U6icHDwJ9+nhvYrJsiG8h2kP+ES1sN5HNMTiYSHr39v/pSnJ5V06y++p+FH0vveSd/yiUpCQORScDImiQyeZykR62dNsnEwLb2rRhT2gnkU1pIJ4z0mN1jypxPqlTl/nGqdQa3b7A3TPPeBvp8sb7yZPAq68CdeuG18OHvYUcT3F4KJFMUFDZ91CrfuIzbhzLhninsRo9ULoQKKfwIgdgcDBR+CqwPm4P8MADwMyZsUoR2dXMmRBOnQq9X8WKbEiTbhG1v0RzuQgAhtw+HO9cPUh68OPHRY8jOBdFX3IyMGaM4lPRHG7JbOMMwurVwRuVGt3iwN24cdoHzc729vwx0nDX6s1s9FhkX+wZSgo8y5Z584Jsrrm1DVqj773vYH2984NfxLIhfmmtRu+jNIUXyxeyGQYHE4FCBdYFgRcpCuZ2A089pW/fsmWtTQvZVjjxmohW9hPN0fJPg9aY1fZqTOjST7KLdLVihnkcRzRnpJhvWDERAG995aOPgrfL6zNqgTsAL934OG4dNA55ZStInxAE/atJynoLFSWlSI8DcGVKmzK0IAl7hpLPnDmSh8Jdd3nzgqyTRdrA97G60QXod+873v0gKh9YNsQ3tdXoAeBfj0lG8AFg+UK2xFp3vNMzHI8XKfLJyAAOHZIM61NVUmx9eihuRBSwE83RUpRcJvS5tm0PlGm8K+sMogCweLVpy4cVi3Aya5srrc8oliTi+kxRkaTec6RyKtyiIPN3l96CzfVa4sJnfsL/LpdNq6J3NUlRb6GFzTui1fMz8MVlt0vTY2BlSo5stSH2DCWf9HQITzwp2STA5c0LKr2Si1K8N9AH3v06Lnl6CnLLVix9IVetjWtKq9EDECb+Txr4Y/lCNsXgYLwTVWCzK1T1b3b5KqK8SJGYkVW0IuoKRk6mvyEb2DGixm+IuVwAQEgKDNUQ3n/fWwkbPpx3ZZ1CZZJuX49QVxR6g7JEs7nS+ozqUHNffeaTT/z1nqVNLsYVQ77Cg31fVXzJW9c+FLxRz3VQtM8zvZ4DALx+/eDwjkUxpXhtEt1YF+AdKppfppz0BbyxnhhUOll4XK7AtuRk1frJkqaXIr9sBSxscZn0CZYN8Uthyi7B5QoE/n76SZKnTpevjE11W5TuyPKFYovBwXgnGY7XRtd+lMBKG+iCni40SexnQ/pFFHgRz+WidnzBIz3XwYPAu+/yrqxTqASAA72YWd4kPL31lJ07/X9O6ngbAOCv5h31n0fPapKic2iupK1zZUoGpqNH12cturE+5eKeSBv4Pgb0f0t0EN5YTxiyOQV9JCNs3G5vntC6gSmfIoOr1sYnXzBZie9aMWSIJE91+fdk9HpgPFY3bBvYj+ULxQiDg/FOdPEp69YYBsqLFAHeBnqDBvr2TUkJvQ9RqYhXhExLA4YNMyMh3v/yrqy9iALAkkaXC+FNcknxx19PCZEfNPLLzLZXa79Oz2qSbjfw6afa+wDeYDdXpnQmUSD6x4tuBACsb9BKcz+KU6XfsbzHclAP5qFDleeaK+WfIkNvOUPOFCqYLF9AD8C5suUBAIvlN7FYvujCFefNxeBgvOvWDahcGYA0OFgsXi2pcmVepMgrORl47DGdcw6WWJ8eih/LlkU255/bDUyZotpLR5xnxX974MI7Vw/C/BaXi3bmXVlb8k3mXa6cdHujRsB998UmTWQfpb1LVYcV+xrdnTsrPr24WQc8fftw7XMorSYpVzo3r/+0avs9+mjoY4U6BllOcT5c0Q1zzSkNeGM9/oWY8sKvd2/FueZ8JPPn6ilnyJlUAnqq1y3xPvINLF8M4X1kczA4GO/cbiA/H4A0OCjp3p6fzx40FHD++fr245yDFIqokuT5+JPI5vxTuBu7pXYz/9+S1YpFf89q0xUTuvTDI31HaKaPbCItDegYuHsufPgRkJkJXHhhDBNFtqA1vYDvNz9unDdAqMA/p5OS2rW9gem0NPV9fGTlhuqwYr3XUnBYcTTp6mUSap5b9v5KHP68IN3svwkpzgvygJ/osceV5H08bJi+coacSW9Ar3Ztli9kSwwOxrtPPgE83rm4UjwqAUCPx7sfEeC9sKlcsCRVas45SFrS04HVq/0P/QG7cOf8Uwjk9b1vtOKu4nx6pEot9WPyrqwtib8/4dJLvQ0q0ZySXHU6gaWlQfj3v4O3N2oUCO75GvMy7iSVnjq1a3tvPOhtsOstN1i+OEOJwor2okC0Sx5LFAei2fsr/pXmBfmIGo/LFToviK5THleSt7313nuc8zieqVx/JMVI48aBdreoveUSP2b5QjHC4GC8273b/6dH1Fuw3pkTqvtRguvWTXXeFEnlKKVMlBJEjlM6IbM4v+SX8c6pEvacfwoN7fyyFfx/SypeocYW8K6sYwgCgPR0uN5+O7DRolWnOW+NQ3ToELwtMzMQ3PMFdlwuSXPeo1YuTJwIlC2r//yyXmVBw07DKF+Y92Lo8suVV7T3TXMgzxviQDQlhrQ04IMPJZsEl8tQXnC7kjjncSKYORM4dy5os2RYcf/+3pvk06YFt7dYvlCMMTgY71oEhtGIK8YViwpU96MEl5wM4d33FJ+SXNyKiqKUIHIchSHAL/ccghMVq3kfhDPnX4hhXpJhxVozePGurKMIixd7K9Gnc6RPcNXphKUYRpP/ln2BnfLl/ZtUg4NGG2Hi4c0ulzRBLF9sT55/hCNHpBvEZUtaGpI6ioLRCxdKA9GUMIQbb5A+/uprQ3nBk1Ta5Oacx/ErPd1bdmRnBz0lqZf6eo+mpUnnqRw4kOULxRyDg/Hu8ceB0guSuOegRFKSdz8in169FDdLGlecq5LUqMzlt6Dl5br2U6Q135iM4Ou58/zzQLVq0id5V9b2JI33Dz8ABCG4dxZ7YCQs3Z3s0tKAG2/0P3TfN9C8RPiCjw0bSvMmyxdHOlO2ApY0uVixd5dLXO/p3p1BXwIACJ06RZYXOOdxfCkdMaN2gTpXRrbQmq/uIs5DTZqwfKGYY3Aw3iUnAxUrApAGByU9wCpWZGFEEsLSpYrbJcFBj8c7Pw8lnJCNc6vm5EpLA157LXh748bAiy8GHj/1lPfu6+jRcP3nP4HtY8cCu3ax4e4gwnHvFBiKvUHZA4NCEV2z3Oc1NffYpb0+XKmpgW3s9WF7Steve/r/F/f1fxOfd7ojsBPLFtIQ8UQAnJM0viiMmBH79x2iOirLF7IxBgfjXUYGkJcHQGNITV4eCyiSCBpmo+auuzisj4KpTMjsF8mcf1dfLX3sG+bVNXAsoWVL7w2P9HTgv28G9n3mGe8UCsyzjqE5RNwnnntgFBV5h6g++aT3v5zOAUKYzXJL5vVLTpbOSRfmjVbOOBg7AlzYWN+7svTPF1wrfTIrSzqThVth8RJKCPLiI+zihHMex6cQ9ZAz5Ssbfg1RLDA4GO9EBY+k56C8wcUCisTq1VPcHJRvTp7kvF8ULDkZGDBAu8Fr1pxcpcO8xAEDAQjM/ZLDueqcRtzoEkqLnKBhxWLx2gNj+HBvz/5nngE++sj734oVvdspWIjAjdujkociDPSEWv+InCPZI8sD8rKlaVPlxUso4Xj0RAflhQPnJI1f4dRD4rXuQo7G4GC8s2p4H8U14corlZ9QawVx3q+EErIxnJ7unXBZ/jpfXXrYsLCH3rnUFiQRB5Q8nsDcL2q3+5lnnaF2HfUMF889MIYPB959NziPut3e7QkcIFRsk6enKwduDh/27+JWa8xHGOiR5E72JrM/+SVB9AWmeDyBB6mpQLdukKx5LR82yJtNCUtXz0HRSrQCjK1uTA4TYtE8CZW6CxetJztgcDDeiQoryWqevj/juXFF4TNyR5NzZ5CYxqTM/nLnhx/Ma0D7ev2IGnXC7j2BRpxSRY151tYkOeeJId7/yr/GeO6BUVQEjBnjfygA3oUSxMaMSdghxortp759lQM3q1YFXheq4RVOoCc9HRBPw8HeZI6W4ilR2CrNOJLfIm82JRBpPtDVc1C0Eq3w9NOckzSeyVexVxPPdZcYc+mZhoZCYnAw3mmt8MkCilSozc2kOf8Xh6YnDM06cYhJmQGYG5gr7fUjPPxwIH25ufpeyzxre0LXbsC0aXBVTaBVpz/5RBJoGNL7BXQe8hXyylYI7ON2e/cjr9JC6WyZ8jiXUk6yzcft9shf5d1NdgzdgZ7SqQtcJbKA0sGD7E3mIOJ6jWRYcXa29zolmppidqsuaPPcdMxqfZXoALzZlJBWrw5dTojbVuefz7ZWvBOtYq8qnusuFBcMBQebNm0Kl8sV9G/IEO+d/YKCAgwZMgSpqamoXLky+vTpg6NHj1qScDKgtLASatf2b2L3dopU0BxgHJpOgP6AW7iBub8WK24WTp4MPKhaVfREAs5VF0cEAd5rlHjVad8iNPF67dq9W/Lw9zZdcaJSDcw9/wrN/RKGym+6KCkFFzw7DRc8MxWe0oCPS7Sv+9tvFV/35O2iIdp6Az2iHtKK82EKgrHeZBxOZj6VOSi1FrRJFmQB5KwsSQ/df935EoqTy2CIeOVR8b4Ut4Q5c6WPH3uMvYQpWOkq9orive5CccFQcHDVqlXIysry/5s3bx4AoF+/fgCAZ555Br/++it++uknLF68GIcPH0YafwD2kJYGiCvGDRqwgCJValVnQa3jYKNGHJpOXqKAm6A1tCKcwJzbDYz/QLLpYNXSmx7igEGTptpzv3A6BXsTfZf+hnyS6LssXYQmbrVoYe5+8WbdOsXNR6ukAgA8SckoSikT9LxwNl/xdb+1vTp448yZ2mmIdg9pMkZtDkqjgZz69eESr0YdYl+KU8OHexeEEvG4krxlQJ8+3nzlC0YTqdVPQtRduLgV2YGh4GDt2rVRr149/7/ffvsNLVq0wDXXXIOcnBx88cUXGDNmDK677jp07NgRkyZNwrJly7BixQqr0k9GJAUKJKFC+fhuXJElBPm8Vz7nzoVuTFFi0JiU2SUgssDcm28Cx49LNnX99yQA0qFhwt696nO/cDoFR4nmBN226bz1+OOKeVMyrUNysne/RJOeDuHzz8N6qTvJQJV33DjtQNKhQ/4/XVoZR7SfFq3ebGSQb6V6tcVDfvtNsllxuhTRdcpVvbr2+XizKb799JN3ESgZyc3PQYMCwWgx9iokIocJe87BoqIifPvtt3jooYfgcrmwZs0aFBcXo0ePHv592rRpg/POOw/Lly9XPU5hYSFyc3Ml/8ga4sonV0QiLar5o0YN5e0nT3KOJfLSnOe09L/hBObS04FXX1V9WrLgUm5uYO6Xagk0Vx3Fh7JlgWef1d7n2We9+yWS0qG8anPfhqrWBC3qosXl0h4WLLpJcahaHfXjyG5mkEEqQ4M191dZEMu3TfjPS9LtomuH/wYW4L9Oubi4QOJyu/03YeQjISQ5LC9PuSdxnz6B/Z3c8DL6OyQixwo7ODhjxgycPn0aDzzwAADgyJEjKFu2LKrL7rDVrVsXR8Qrucm89dZbqFatmv9f48aNw00SEVlMqFBB5Qmu2EcivsBc+fLS7TVqhBeY8zX4dBKqVgmk45VXAk9wvhdHEBT+jsYqdLYa0TN6NPD888EBh+Rk7/bRo2OTrljSM5TXR6Eh7tEIDr7V/UF81ulO6eu1hgWL5nDWpHc/ChbO0GBZHpndqguevfVZ6SI1st6cQv160mMYuYHEm03xLSMDOHFC8Smt8kSJsH6DGSmKPrOG6FNITo4fU/wIOzj4xRdf4Oabb0aDBg0iSsCLL76InJwc/78DBw5EdDxSJy50WACRJpX8IRw+7P/7dIWquPO+97CufqvSJ7liH4mkpQHXXifd9s7o8BpROoICkmHFTZsFnhDf7Y/3ueriUDR7W9jusjh6NJAvmifv3nu8jxMxMAj4F3zQ9T0p9PbSGlb8v8598OZ1Dwc/obbIhNZqlOHsR1KhhgarBSZk39e/7nwJ6Rdehy869VY/l6iMcXW8NOgGkmrHwbFjgV27GBiMZxqLzExr3yNo2+QOvdSP9eWXzguohfs7JCLHCis4uG/fPsyfPx+PPPKIf1u9evVQVFSE06dPS/Y9evQo6tWT3ZUTKVeuHKpWrSr5R0TO8E/DNuh37zvSjVyxj3zkjSojc36J6clT4nOJzqM5JIzsQzxsKfeMf7OwaLF3u3wV0UQhHjp8Y8/EG0osFuGCD0Z7+mie88orQ99oSE727kfGyIYGFySLFpcJNUpB5fs6XikwJUrQ8NCjxwIPatQI/l7VblA884x3USAGSOKXeIE1WYVmyiU3Be0+8oZ/SR5L8i7grNE1kfwOicixwmqpTZo0CXXq1MGtt97q39axY0eUKVMGCxYs8G/bvn079u/fjy5dukSeUoqYoV4RnF8ioalNjq4011OxvPLDFfuolGk9sQzmKfaMdhjZsCVh+/bAc6NHe7e/8WbMkkc2UbrYkerCWCEYCg6GWmRi2TLFepFHfI10u7376cAyS0TUUzyj6SVoM+xnfNjl7sDzWqMUVBbEUpun0n+8Ui4B0vrva6/BtXSp+mvZgyq++fJTmNoM+1n0yGGja0S/w011mqPNsJ8x8vrBgec5Wsg4tqUtweunuQzXsDweDyZNmoRBgwYhJSXFv71atWp4+OGH8eyzz2LhwoVYs2YNHnzwQXTp0gVXXHGFqYkmi3F+CVIhaA2R4op9CSPslTW3bwuvcqSxArI/Tam1An+L0sd+gzanNmxJLjcnOukh+ypd7EjQ8aP2BYPOlg3Mk+vR24tYzyITKr2Zg4Yusye9caLP7KUbhwAA3r96oOZ+fuIFsYx+3wCwaZO0/vvqq3AVFqi/lj2o4pvWAmvhckqZIErn2G73AQAmX3a75n4UAtvSluJAIXMYDg7Onz8f+/fvx0MPPRT03NixY9GrVy/06dMHV199NerVq4d0/ghsQzx3k+o8TpxfgqBxF+btt5W3c8U+UiJfjGr0u+FVjkQVdMVrv8sFQXRNksyvauxMFE1aK4uW+qeBd05Tl3ifBG2EMy/DO7/bg8H1TzVLm17i/1t3z0E9i0yo9GYO6qHGnvTG6f3M1PbzLYilcjNT83d09Ij+RW/8B2QPqriWlgZMnw5BtuCmUf6yoY7G6uZ2EunvMJGp1XHZliYHMBwcvPHGGyEIAlq1ahX0XPny5fHxxx/j5MmTOHv2LNLT0zXnGySb0Wqo8e5oYvGofMe9blPezhX7SC49HVj7j2yjEH7lyNfgq10r+Llp04DOncNOKsWIaNhSdoWq+PiKfjhSOVUyJ9gHV92j/DpKWMJFF4XeR+Eugp7goPDnn/pWNFcbvup7yJ704QvVU1zPZ5uWBuzd638odOuq69Quhfqv0jZF7EEVv9LSvEPNI6Cnx7OtmPE7TES+trQStqXJAcJerZicR1D520/UUNtfrS5evuHf2FddFNzl3dHEkJ4O4dJLjb1GT2OK4oYr1GDdoiLgX/9SeMIVWeUoLQ34aZridulq7BEMK+Z8q9Ejakw/dftwvHvNIAy8+zVDrzOVzbvmOa1taRW1kQ/ioLLSHHN6hhUL13TX1/tdZbihAFdYPeltnvWiS2sop5HPVvx8+4v8c8fJFyR5+cZ/B710RrvuGHvVPca+F/agimuC0oJqL7xg/EDHjoXexw7M+h0mGlFbWhHb0mRzDA5SgKjBNfDu1/Fth1txT3+FSeB5dzR++YaVH1b+joXfflV+HSsH5JOe7h3Odfy4+p1yI5UjebBO7ZCiZlzYkxNzvtXoEjWmfcM/d9ZqYuh1iYQBpMjIg0KK+xg5oK83s5jLxZ70ZvB9tqK5zQGE/9m6XKqBjsXNLwvaNvS2YRjf9R6sanSBvp6DjRqxB1UiqlvX+GucdP3y/Q7Ll5duZxmnTm8bmW1psikGBxOUYl1HdMHaV6MBAOBQNYULn5MubKSfaFi5WlVY+M9LUU0S2ZNqDvEFl0+cUH6dvG0eqnKkEKxLH/6u8r4eT+DvvZnGe/xxvtXoU11ZFJqPo9oIZ09SRxJcrqB8s7BFp9CvM3pnQdY4FmbPZk96s6SlAU3OCzxeuDCyzzYtDRg1ytBLjlRJVX3utvvH4kTFat4H584BM2eGly5yrtq1je0vCyLP23IUN437C9uO5JqcMBOlpcHV4/rA40h/h/Fu5059+7EtTTbF4GAikUzSr1AB5vwSiS1UV3jAGyghUiKbszS3bMWgXVzyYkercqQSrJty/tWK+wpPPOF/KHw5yViPP1naC5NTUJBcpvRgnCPGMuGuBBmtnsrsSWpP4hsBKr68rDc6PPmd4UMLL74YTooCr+/WjT3pTSWqj3bvHvZn66/zvvQShAYN1M8mCw4XpJRDcJjZa2P98/F+6SquyM7mTaQ4p3jfwMC8+gJcQUHkR79ejW1HzuCJ7+XzM9uMy5zfYdxLTwdefTX0fjVreuuTrFOSDTE4SAGcXyKxiXpxqQ2/0jMsixKUKLg8v8XluOiZqUHDtXRP1i8L1hUkl0FmDfUGHfr2BbJPBs4DBHr8bdhgKO0euNDxye9x8dM/oMS3gAHniLGO0tBMJeKWWTQa4OxJak/p6RDeUJjuRGZMt/twyterywDh/TH68qPa6zn225b830tyMvDGG7pfV6I0z5zIuvqtpaFD3kRKLIMGGdv/5EnF60deQYmJiTIfyzUdtBYikTt5EujRgzcbyZYYHEwguubkUmuocX6J+KejizvrB6RKFFx+7fpHQ++vdaNB1os1beB7uHbwp8gonZcuiCBIFyNwiRY++VlHxUuU9ryyFZBXriIKy5TD8co1VPcjE8mHZpYpI30sX1zC6ga4LDidXaEqlja52Fv+sSdp7JQGbIXcHMtOIbgAPP542N9tuNdINr6j6JZbVZ+S9xIU4Aru8S6ytW5zfNTl7tKdeRMp4RgZTSOul/D6EX9E9dZFzTroe43vZiORjTA4SMHkAUDOL5EYRMPKlVZ6BOBdaIJIiSi4rDYMC4B3jp5QNxpkQbgtdVsAANIvuE71JdLV2EvzryDAdeqU+nl89Kadc8RER4m0F8We1IbS78XqBrgsON3jkQm4t/+b+LVt6ZB2BgGiTxawtYoAF3D8eNjfreE5Cynq1GdVBsJZE3xMt3ulG3gTKS5p5xsjB3Le9YODhnQQ/e6nXnSjvtfwemEK036bBIDBwYQiLoMM/Yw4v0RiEA8rVxtWbGA4DiUYUXBZraeFUKWqN+gS6kaDShBOb/1UdZVkNaoLY5Q+5nyrMXXnwPeDb1hY2QCXHds3PHVey87RSwNJiQK2Sjevvrn0Fky/8Pqg7Yb5yoAwv9uwew6ycaMoJkEJWS90zRtGAASXrCnFm0gJ5UDVOniv2304XrG6sRfy+hFfdPzuj1auife73YfDVWoFNjJAaBrGsM3B4CARBZQOKxfULnK3qg/HoQQnCS4r7yLcdx9QtmzoY+lcxVZK+aTyCeYVidLukrdGOd9q1MmDP2fKVQreycoGuMqx3UnJuvazSkL3ShM1pNc1aB309Cs3Po4PrhoQ8Wn8eS/M71b+FZ06W4RhP63Hyj3ZEaYsMUU7y7suvSRohISrfHmdL+ZNpHimlhcHDPgvPrqyP4b0/j9jB2QQOb6EWtQTwKNpL+PDK/tj0F3GVk0niiYGBxOIpOdgArcxKIS0NGDVKsWnmG9IU2lw2aUWROugcx4WHb1Y5aSL5QR6/Ak1auo7p2++VVGFXYCL863GgmzOQUA23FuhAZ6+9iAGfrESOfnFYZ/W33tLpZJf4gsOMggQfaLf5R+tr7L2XJF8t7Jr5OuztmDamoO4+9MVkaeLzKFVj6lXD9i7N7DrM8/AdZ36dBZ+vImUsA5W965Y/Pd57TX38914mH7hdRh4/2jkXHaF5WmjKNJa1LPUhvqtAAA7azWJRoqIwsLgIBEFU1mhj0OfKKS0NLiaN1N8ylBwOS0N336Sjuv+9ZnhJAguV6CxZiSol5YG1+bNgeP8+APnW40BIdTcpgoN8GenrkfGzhP4aOHOyBOgEpx2JyUzCABgyt/7cd17i7Av+2zUzjlBaIgbHvsUJ8NYgdgIIckV0Xcrv0buz843IVWJy6xhxXovPS5A+t23aqUrEcP6vMibSBSay4Xnbn0WGfXb4ZOMTP/mI7kFyCu084rFHLCpi+8GeYUK+l8jKl++WrbX/DQRGcTgYAKRr8FGRBSO0EE+cyqSL+8tgz1V6wU2aAzvEuR/l/b4c118kaFzulICDUOh8xUJGwCKqWohAkAaDfCcc+H3HAw6x7RpkiGGxUnJ7EkK4MX0jdhz4ixe/WVz6J1N8s6cHdhZvQEmdLZ2ZUfh2+8Mf7fXtakTeL2sbNQb3GKvfJsQACxa5H/4yoxNur7DaS2uTOgyIW653cCCBcArrwATPgl+3kD0WnDBe/0olXtOGgz87vs/uYJxPEhLMzYFk6jwP1NYop4H3G5v2TRlive/zCtkEQYHiSiIajuFDRjSw6KbzK6CAtXnxMOKhfsGht3jj410e5IscpOeHp2TpqVJhxh2upw9SUUKiz1RP2fxbbdZenzh9tsNv6ZxjUAvEXnxETSHKcWc5lrFCxcA114r3ciFIxJTejpQty7QowfwxhvA518E7xOql7vYv/7tvX74iP8GUPj5JKBp0+hd3wxhxciQSMp9pTyQnu7dfu21wD33eP9r27xCTsfgYIJiA5jCYTjb8E5XQlKrFkVrWLpw3nns8RfP+vaNXqVYnI9q1mC+EvHEoiLRoqWlhxcyMrBwyxEcOKl/OLA4AChfNIahwciYlcV0H+ecwg0olTmYKY6lpwN9+gDZIRYSEt08CqlFc+n1Y948ydMHq9XB/PINIETz+kb2c+iQtI6Tnu59fPCg9n5EJmFwMIEk9EqHZIgpWYV3uuJWuDdFrSyC5Cvc+hjtucNS0gb0ZJShQxVvNrgYjomamPxWLK7HLB3yEh78eg26jV4Y1uvlqUtiz0FHcQFY1bBd0DZKIG438NRT/odFSSmY3KEXdtdspPEi41yysmzqRTfikT4jMKt1V9XrW+zwV2CVgmTZAmy+fDF0KFBUBDz9tH/bX00vxR+trgzez1Z5hZwuJdYJoNhgA5jCobtd5rvTJX+B705Xgs/ZFe8sG0pXsaLqU5JhxeLtBoMJvIliA2eDF7p469oHAw8EAThwAMjIALp3j166KPZW/Q2grnWHb3RB4EF6uuHrVLhzDpIy8z6/wBejVcS7BAH97hsteymvCQklI8NbVwVwLqUc2j43XXtfnfRmo6VNLkKvORm8vsW5Ge2640TFaiiSBweBQB3nk08kPQbvv/t1AMCKjwehXl4260KlWESbiz0HE0gkDWZKLBEN/3S7JXe6pAfmna54ELPio1Mn5e2yFmTUh6KRqYSS4FUbi5Uq0AbmAsvYeRxDvl+L7LzCSJJGYrH4faxbF71z6bxOietT8mun7gVJjKSLoorx3cRQWOLGsz+uw8wtx/3bJlwRYgGkCOajdKn86v3z63Kuy7g29LZheOP6RzGt/fXqO+3erbg5u2JV6QaNvPLXDm/d5+TZonCS6SwsrE3B4CAR6aYraJiR4b/TVZicgvvufh0fX9FPdBDRnS6KS+pzDkaoyXnK2xs1gvDEE6LzBM4UybDiaM2RSDIpOgc11K+v+5ADv/gbszZk4c1ZWyXbjdwo4+ISUjH5fRREMbh74ACEv/4KuZug+oDD3O1IO98GPycf/knx6Ye/DyD9n0N4en9ghMKu1MbaLzJwDdKbi/xBQwPHJpsxUOyfrlBV/ckWLRQ3B02jo5FX7v/SW/f57+9bVfchEmNwMIGI6zes6pAWtbqwrjqy6A7WzHbdsaTppXj3mkGa+1F8iXoMJTMTQseOgcfsOehslSppP+9yAY0bA926GT704Zxz/r9X7MnG5f9d4H9s9+/bbskrLIn+asVWE3/G46/sj65/5uFYrvoq6VqvBzisOB7wK0wMkl7lpasQq/Xu8wvjGuRTkFJO/ckwr29WYTlmHcUc5qvjPP440KhR8Bfge2ygLpQlqvsQaWFwkIjMJbqDpVn54V3RhDZpaSZuGvcXTsiGeZ48W4Scc8XKL1Krp8tWkI0kiGL3AFEi0PUVjBsX1srB4p5cA79YieNnOMw4XBsO5iC3QOW3GgfGdrsPh4qT8OGfuzT3k9x4DZpzkK1qJ2EvQQIAfPCBvv0iWL1+utZw0jCvb+Q87iTZ9+y7ZowbB5QtC4wfL92O0jqSeL/SvJJXWILbPlyCDxbstDLJFOcYHEwo+iZklttw8LT5SSFbU8see08ELxQQpFs3/50uxbuuEfT6IWdQHUonKnhG/boF246cwfj5gUpMQbEbHV6fh4tHzYXHY7CRZkGbjs1EmzJpQaNiN7/hSC3bdSK6J6xc2dLDCwrBPHeICpN4mGrQnIPmJIsipBXADcV1RWdzE0P2l5YGTJ/uDc5EmatnT9st2MeYuTFGyn2PSxaKadRIWsdJSwOmTYNQ2psVKL1OyfcD8P3Kfdh4KAdj5u2IIPXRJwgCVu89idP5CTAvogMwOEgh3f7RUmw6lBPrZJANLN5xPPROycmBO13yS6TCnS5KHEr1y8KSwIT/4l5cRocsShrokdRkWQm2vwgaTuzIZa6oNxqvuTrKJzT2HsNerZitb1tQ/LpEjXIt54q4yFpcSUsDevc27XC6f+LNm5l2TrK/vHIVpRsyM4PrOGlp3u2lPBMmKu5XpFFvtvMlZu6Wo+g7cTl6jAk9xy9Zj8HBBCK9c2qslFiZedLk1JCdqeWPcik6i4zSO12oXk26XeFOF8UftQZxqNXSyoryl2IlR2dDW9zpMJJgEFd1j41IPnYj3zcDhZEz2sE3Yi1aRvmEQKg7BlrzOScxk9lCNMqUN2ZtCf8kZE8x+P1yEaMEp9JxQhANPxY6dFDcT2saCztXZ+dsOgIAQdMMUWwwOEhEup2XGmKhALG0NOCNNwKPFy5UviNGCWPcfO15UMokBy5JhW5jvTD0DBvTE+yTDhGkeBNJW49NtmBxt6J3nz5Bm0IVG5IVzmU7M8/Yj+bX2bVr2Mf9buX+sF9L9hTq97v7eJ7uY+ktK7WuUYIgYMzc7Zi+5qDu85qB9zjsJZyr7vI92RjrsOHGFBsMDiYoowULe9AkFrWvu2lqReUn1CSJipju3TmUOEEYmYRf7S55JPPBeVQysNFijMWec20+nIMHJv2NzYc5JYaV4u430qhR0KaoDCsmRdH++Fy1aymkgV9iolmz7xQemPQ3dh/Xnmf7+vcXRylFXusOnMYHf+7Ccz+tj+p5KfakN6HCO8b4BTttuY5AvFUjnC4l1gmg6OGPjyJlNA+xSh2fQuUDte+9XtXyZifFT633jkthH49HQFKScirjLtjhQJF8Bb5gTL+Jy5Ff5MbqvaewaVRPU9JFweLt56L0+w/V40e7zNB3FYy3z9EstvhcWJFJCOK81mfCspilQyu75RaURC0dFD7rV6kPXTLe9b/luLRx9aDtOeeKLUhPbNniOhFH2HMwQRWVeDh5MhlmeJU/VqpJpPclDbx/iIcMH8mSPi6l1FtZqweHeHfxPGjyoxzJKUCnN+fj7T+2KR9H9QzkJPml17e8QmljSpyHWDxFzuxRBXZsuIR+i+LFkKTPqNyDoCjzB3jdbgjLl6vup3SN4VdIZjCjqEwWRHMxL1qkWHei+CS+1urJS39nnsT//tpjYYrMY1Y9gr28zcHgYAIR//YKSzxoO2I2Cor1XVjYmyb+HTyVH3IZeQ4vJz22ZOUqbhcAID0daNo0sHHWLO/j9HTDlR81asOK8wpL8MmiXcg+W4SJi3frOBLzeyJh8RZb09YcxMWj5uKDBdpzk0abkWwh72Wo9wYZ854yU5t6vmtP//5mHpXIVKq9ztLTkXTvPYHH117rrztZnibLz0BGRDS6wobfJi9/9sLgYILLPKE9nwYlhuNnCtH1nYW45LV5ANhQIW3hVi2EHTuAvn2Bg7LJtA8d8m6fNSvsNIkb5ZLVikX7dH3nz5Crh5oVoKTwWXkTwtG9mW2YH838ql5M3wAAGFM6afra/acU6yhVykd3RpyQC5LoWAyJYmzvPuVrj8yBU/lB26wfIkiJIKLrWno60LcvUo4e9W/ywBWoO1kcIGSxZi9Ous54PAIWbT+Gk2fVO5846f0kAgYHE4jSvDl6f5BxtyIhSeidtJ+5gCIhLFyoMqlX6baXX/Zv+ufAaWPHljTQlXPqmYKSkMFByTENpYAo8aj10o3UgZP5SPtkGa59b1HQc52bpVpyTjVG5hyU72nHXhqJSFi5wv9F7U5trLrf5sPBvd75DZIZwi4q3W7g6acBQUCyEBjt5U5KChx06FAOMY5zavNqGz9OdGu2U1btxwOTVuGW8RlRPS+Fj8HBBMegHwHBDRq1fGF4zkFWq+NSuKWGkOftBbSpbgv/Nn8OEQTvXfBSa/aeDPMs2gGLUHOAmbEiHMW3eVuO4vMMZ8zlYzWrfiO7judpndWak5og0l6vxW4Pxs3fgdURlH+k4GygR+Cgu16LYUIoUXnCLRoyMvw9XpM9gTkHS5JKe1ALAnDggHc/Sgj2vQIGm73pCADgSG6B6j5Oej+JgMHBBBJJnZWN5Pgmb9BMX3tIZU9jzByNM3XVAYz6dTPnPXQw3zeXWaOB8vOiDGP0Wxbvr1UJTzawQoBSkPyjP3fi44W7DKSMjIrWL9zocEHf7o9+vRpvzNqKdQZ7t8Yjq74rW91WCjWsWLwgiew5o9fAKX/vx7j5O9F3ovqiGRRdHFWcGKyuWurtjDF52V4cOCka3p6Vpe8EevcLA38CxljxeZk1fYUdO22wXWcvDA4mOP3DiimeyfOB2oTwsexpOnz6BkxauhdLdp2IWRri0btztuHpH/4x9eJcqWyy4nbBQCvL8HBF0f4z/lEPbp8tKlF9TnaYoN/F6fwivDd3B96dsz1oFVxyBjPnDzumcSc8UZhZbogPpfU9RbsdYWhBkjDT5vscdx/T6jFJRE5lpGx4/Lu1gQf16ysfT15EquxH8Yej/shKDA4mEKWihMF6AgzkA8PDis13Kr/YgqMmro8X7sbMdYex4aC+eSf1qKyyYIBQuYp6NwyXC2jQ0P9w59HgRrLeClGJRtdBI0N75L+LopLAkB63m4WnVfYcj2ShrOjdFedCBdbVIWL1ySoFO0MFQKVPR/aBsFSxhlCpUthdAPkrJzMY+W1vP3om8KBbN4zs/SxufWA8ClLKio5XmjNdLqBxY6BbN3MSSrYUzwHB+H1nzsTgIOnCIGJ809tLyw7ZgN3PrVHs9oTeSSfVYQvXXO3bQfYC7wbhjdf9m1Zm6p9zSxA0qk2yBmFKiGHF0iGC6nktnitqdvfVsr2xTgKVsup3oBXHifYvL9T5OE+pA3Tu7P1vGAFC3gQgUxgoHCT13ORkTG5zHTbXbYHpF14v3dGXN8eNA5KVR2xQ4mBRRWZgcDDBsYFLgD2CfnpZtTommUetgiI0bwFMmwbUrCl9olEj7/Zbbg3rfIKgv95taM7B4KVHyQZe/WVz2K91qfwtt/3IGZw8WxT2eRKFdT0Hlb+dyTYPDEc65yAvbxZp0sR7jWnYMPS+Miz2yQxmTE+QVz2wUrvgcgXqTmlpkSUuBAadYs+sa4Mtv8sI3xs7jZiLwcEEojxcRudrHRU+IqP0FqyGVyu24CJkYgc3EjHzF672tQuAtxL74UeBbbfeijmzViDr+pt1HFdrHrLAO7i8aSD4KH9FcqhMadKkzxQbkZQ5vuvczqNn0HPcX+jw+jyTUhW/zPyJiI9lpwZMqKkItOYp1Tv5O4uaKEhLw/61W2KdCrIpq9s5RubLVrsJLtwsqifNmgVkZloeGARYFzLKTtevRMLP3RzKE0NRwtA91RwvDHFN/P1+nrFHdb91B04ZOq4Vq2Kx56Bz+b+6pMB9qRlHPPjxu3+Q5ALG3n2J9utVSiwBsqF9GquHhkyjjvNRfJq35SgAYMWebMXng0bDW5weOTvmRzOLY3GAX+uztVsvAb1TEVDs/XMo1/iL2OAkE/yz/zSmrTmoa1/1GxKBzCh07cqhxCRhx5WI9eB1014YHExwavOMJSe54DYycz85mvibfmPWVtX9Nh4yb9GKcNmtYUjB1OZoUqoAFJYu8uERgKd/WBf2OcXFlVlZRHycnUfPYLxoFW9mQ3s6kqO9grDWnWWPAJzlKtSGWFapj1EbR+ndGEkKpyKwJ9/3wnKbYmnYT+tNOxazcgLjl08W4rDiBPftin2K2w1My0VxQG9vPDvclWLMOvbCbWD5Xhd213+V8wqCIAkai3eTDyMOOapYHGQUbb95fAZ+25ClL50UM39uO6b5fKisJ16ROhQOYbGuPN6s0cPLdpcAE29MsAeF/dih3kMEsHwgr6d+WIeCYnesk2Ea3rSxFwYHE4jSj+/AyXzFfZPY6kkolhXMFmQjDiu2hpkfq+qCJBGeS+1lmw5LAwniPBJqdWLN84mOU8KodNxRyqfhXPs8HgEjf9mMX9YfNiFVDmNiwSE+0pu/B3qw2723uN6pCNbuP4XbPlyCVXv1r8RO5vB9LwyukNOodeKIZrHIJqE+Vl6rxIc+kVdo+8W5jLD5JT7hMDiY4NQaQvLtdq+cU2Sc9O0yRmN/qsHBCMuRn/85pLi92O2RBAQjOU0k8xWS87mSjH/vszcfweRle/HUlH8sSZOdReM3Iv8927k6opW2tE+WYeOhHPSbuNzQ6xKZ2hQV4Qrnc2ZghGLp5Rmb/H/P2Xw08ATLDFtxewT0/ngpBn6xMirny84rjMp5KPEYDg4eOnQI9913H1JTU1GhQgW0b98eq1ev9j8vCAJGjBiB+vXro0KFCujRowd27typcUSKFqU7pgUlyt2S5Z1tWHGNb1YFf62oU3sYHYy5UI0ltWFYEQ8rVpGS5FIdDhxJTxGt3wVzoTOJgw1K+TTJ5TJ8vTuRwJX0aNQNovlbC+f9aJUTjCtFxuy6SVjBQVNTQETxKPtsITYczEHGzhPIzisy/fhm9Xq2Y3nGHt32Yig4eOrUKVx11VUoU6YM/vjjD2zZsgXvv/8+atSo4d9n9OjR+OCDDzBx4kSsXLkSlSpVQs+ePVFQoD1JOMXGJpV5feR3a/mzjW9OCv5yWLH97VeZrsCqr65sSpK0R6lGL8JQPVEkQUZmtbgTqmJspOKslJU2Hoz9ok3RFI3yWH4Ou/0sVYqesI9B9qL3Zlb7htWsTQhZymnXewZU7EV8szEa10WlUzi1l7PTfnvxztBqxe+88w4aN26MSZMm+bc1a9bM/7cgCBg3bhxefvll9O7dGwDw9ddfo27dupgxYwb69+9vUrIpHEZ+fA4tXyhMTgq4seNg7Glll2Nn1G8ETV97EG/ceaHp6alcLkX3cGBDK4+GnSJyqnC+c3GemrUxC+0bJU6QwMxLh9qxonl5irTBLX+90WGxDroUR4Vpw4oFyX8sUbWCoSYV2cTiHcdRpTy/O4qM1cFas64NZqVy74mzWH/wNG67qAGSIlzFlJc9ezHUc/CXX37BZZddhn79+qFOnTq49NJL8dlnn/mfz8zMxJEjR9CjRw//tmrVqqFz585Yvjx4jhUAKCwsRG5uruQf2QCjgwklv0jfqlezNx8xdFyz5wsCOKzY7vaeUO41CHgX9fj0rz2mn1MQ1Hv8Gc0tZvQCotg6lmvNSAV5eaY0LNmpd+7DFclPpKjEg48X7sKmQ9q9LYN6Dtrsh6nV2zjBskNc0rtI0dJd2RanhMx2JKcAg778G2mfLIt1UgyzWTGY8M7pbEfFi+7vLcLTP6zDzPXKc4FHE38K5jIUHNyzZw8mTJiA888/H3PmzMG///1vPPXUU/jqq68AAEeOeAMHdevWlbyubt26/ufk3nrrLVSrVs3/r3HjxuG8D4pAbkEx/vPzRqzco16x4UUofmSeOIsXpm/A3hNn/dvyi0osP++RHHMa7E7q5UjBMnYet+S44oCB1h1ct4Hgsuacg8yHtnUyX32+H0k73+DCORXKJkeQqvgUye9g0tJMvDtnO3p9uMTEFJkvVGxIkP09dt4OTPl7v5VJojCFk18TLeCfSLRGOtgdayD2MmbeDv/fdq4eml2crd57KuJjmPV5sag2h6HgoMfjQYcOHfDf//4Xl156KQYPHoxHH30UEydODDsBL774InJycvz/Dhw4EPaxSJvaj2/M3B34fuV+3P3pCv82+Q+Mc1vEj3s+W4EfVh3AvZ8HVtSy6kImzkdmreTJjoPWiFawS22xkkgI0Og5KHtbM9Zp3+WUBhnJiSLJY1q/g4plQgcHrayc2rHBEUmatmTpGynipBtC27JyMX7BTryYvjHWSSERQfZfY9jkjFdW1EcoMa07cNrS48vLLqWyzLm52TnX+ERgKDhYv359tGvXTrKtbdu22L/fe4e0Xr16AICjR49K9jl69Kj/Obly5cqhatWqkn8UXZmiHmQU/7JKe/AdOn3Ov80dhcbX1iPGpgyYtSELPcYsxo6jZyTbndRQpOgQBEESNJYOK5bmlxOiVeRW7MnG9e8vwn9+3ogbxizGrmN5kn2Z15zJqp4+eo6rdwhivIhsNXBz94sVcUA551yx4na9x7D5W3U+iz9g9iinaIlmXmMQNTSzPqG+E5bhjd+2mHQ067HEiz+GgoNXXXUVtm/fLtm2Y8cONGnSBIB3cZJ69ephwYIF/udzc3OxcuVKdOnSxYTkUiSM/ICtmCuO7Gn9gdMYPXt76B2jbMj3a7HrWF5Qj0NWvp3NiqJFgDRIobkgiej8/T9dgd3Hz+L7lfux81genpu6ThqIYFZzJO0sZmIG9B1KlKkS7dLp+714PAJy8ou1d5a/Vud+wXMOGjqNIeEcW63I6P3xUhYhNmP1KJhiN79xJxGX12YMjySK1Op9p/D5ksyg7fHc9onjt+ZIhoKDzzzzDFasWIH//ve/2LVrF77//nt8+umnGDJkCABvQGno0KF444038Msvv2Djxo24//770aBBA9xxxx1WpJ8sIm/g8Icbv4b9tN6yY0vyUZh5KK9QOh+i2xN+eij2rAqeiHsO7jke6AFoZIGAM7K8ppVlWSTal1Ye0zN/HL9b/Xyf1aBJf+Pi1+Ziq86hwoD+xo6Tvg/xW9pwMAcnzxbGLjEUdcWsoDjW33tPxjoJhjipXEwE0f4+wm6XJ9gNTDLOUHCwU6dO+PnnnzFlyhRceOGFeP311zFu3Djce++9/n2GDx+OJ598EoMHD0anTp2Ql5eH2bNno3z58qYnnkIrKHZj/pajOFtYoloR1zNvAS9CFA4zAkHybMuhnrG3YNvRoKCtTyx6TgmySQcLSzzYfNi7AqqR3CLPWsxqzlRQrK+BHmlWdcEb4MrYcVyyLZH4yuOMnScAAD9YsBCH7X+HGunjcDx78A/btjgvsX7iLE7u6c2slljs+nWbkQ/t+t4SlaHgIAD06tULGzduREFBAbZu3YpHH31U8rzL5cJrr72GI0eOoKCgAPPnz0erVq1MSzAZM+rXLXjk69V44vu1qvsoBQ2DhhXzKkQRCjcHGVldlqJDEIDBX68O67VWNJa3HzkTlL9mbzqiuK9WdnJ7BM35CskZIl0Mwsjlbt6Wo5i7JTDPcqJNyREUULfkHLJhxTb7XUqnNJCmzWh2YFWLKHqcHLxf7bCejokkGtcopXPoud58s3yf4SlAKLEYDg6Ss0wpvYu/cPtxm1WnyS6sbMuKK17hzpcRjcVSyHijftnubEvSEY4h368N6rHh79loIP/IA9HMes608VCO6nOhijuj37mvx5z/+M5ta0ad3o/aSb/DcNP6xZJM/LExy9zEUBAHZSWKAieX16s4R6JtmR10PltYgndNmhv+j01H8MzUdaYcyyzxPJ+iEzE4SIocfL0kg6J15/RskTusC8DxM5yzKZ5EY85BsQmLdhs4hiC5G6s1RIx1mcQUqgyzsjy1Y5YL6tVnaBy/vt3kv8O/M+3VY8aMsiArpwD//m4t7PktO5/vU7V62C+/PSLnevbHdXjsm9URB6vM7jk4dt4OfLNin/QcEZziz23HgrZtOZyLp6b8g33ZZ8M/cIzsOe68NNtZSqwTQFGkUpBwjhSKlhV7TqJLi9RYJ4NibNexvNA7GaS0oqnbI+BwToHuYwT1HDQlZWQn4uB0OIFqcTZzuVyO7nlihmhUH+SnsHJF2O9WBs+ZaKS3KXtAxKPYfaejft2MnHPFeL/fxQk3ZUE0OPkjtdv0Ck5XUOxG+j+HAACHTp9DoxoVY5oeQRD8v/mtR/Qv9BWu2z5aArdHwNasXMx79hrLz2eWrJxz/r85DZU52HOQFCv3QVMORicpFANmVo4EQUBRSWAxAPmxzxRwngs7iVVDdtz8naYfc+NB6VBSQRAM3/jwCNI5B1nwJSBB/Wt3wRX0nLz4TLJ0mgb7ieQnordxG+sbmDPWHda9r5GbERR9Torduj0CJi3di/S1h7A3Oz/WyYlLTp5zMJp52clB1HCE89ma/RGJ41zRyKe+wNpOwzfvI8+Ikdz40LsAHenH4CCpSLArAZmi/6crcOlrc1VXsiWyqveD0hyIkVaeo3ln/tTZIuQX8XdjtUgr2eKAutKRrGxE2TGuEdRj14pU2vGNi4jf8/eynofs7ZVYrArYuD1sAFuBP09SYoebCJK6BvOpKvbWNx+DgwnESKWdBRGFY2XmSZwtcmPprhOhdyZbibfrqwDjgQpB1mtM6zMxMwiSW1CMS1+fh/Yj55p2TApfJJXNRAsGRaPcsPtIoXA+g2+W7zXtWPHMyK9JEASsP3AauQojFHyfKz9eUtOqbuVYJ4HIL5yyysk9Yck+GBwkVkbJdGp56rcNWTh1tii6iSFVEfesUzhAqKrJXzuOR3ZSnQTB+PtTmrcwGrZlnQHA+VKiIVTsLlTQN2hYcYIFA+Xkn4eR34zefTccPK3/oDajljten7U1qulwKiMl4rwtR9H746W4eVyGxgFZxlKA+PfZsHqFmKVDiRMXhogXYc1HbH4y/BK9nkHRxeBgAlGrEynN5yMvhlifIjP8sv4w7vl8pf/xmYJi/G/xbhw4qX8+HV4j7SMeg1nigGes5zoja4Vzlz1Ulki48imC34jel9q9J7rW2zCaHxIu/5ho1sYsAN7FBNSEk1t/25Clf2cTLxkcLmc98e/Nbp/2etk8yhQ9kd84NzcNei8LTr1+mJZsh75/u2FwkBQviE4tYMgu1K+MW7MCq25d9/5ivPXHNtwyXuNOv/zIdqvBOVikH6WVq4ZGas+JPIyYucnQa07lF0uHFZubJFUsb50jVM/CRBvWE9Rz0IJzJFm5yosJwromqbyG1zcpI9+81r6+jzWcz/dMgf65YN38Ah0mkGvs9tWFCg4zeBzfxHUNO18CzciGptWB+ZMwBYODCUTtN/N35smopoPsxYru6novFsfPFAIAznABE0cqctt3kvSlu7IxdfVBw68T94bUzMeshMTU4K9XI2On8SHq4uJOqegzUtFVen2iBXoj6V2rd97OJAd/qGopV3vvbO+Hzw4f3fQ1xq85ejBfWENctCyO0pQnREYptdMYHCarMDhIihKt9wOZKyunwLJjO7idqMqpF/kSGwcHwzVLMoTMmd9LIpi75SgGfvG3JcfWXIiGWUIiGp9Hsp27TQDQKieMfjyr9/FmrZWsvtZqDWnWopQuFjVEzmH2VSqcYcXOFf47ZDlpPgYHE0gkdSIzV+Yke7HiovPWH5xsXa/92fno9OYCfLJoV9TPHWlDKR7nHMw5F1jpkoGgxFNsMOAtv1lhZRzLjvkxkgVJxHy9yJWs2mvvgJnWe1btOajymvwid8TpSVR2aECHc02dtSELHV6fh+W7sy1IETlVqKxk5eXgXJE7Lut3TqXYczAG6aDEwOAgSew5nodityeowWPHRgnZl28uOq6wFdrbs7fiRF4hRs/eHuukGBaPxYK4cRe1OQejdB4K3Sv+8v8uiGiobKL1uo/opqPotZ/+tVt1v3/2nw7/JDGmdg0sYcM7qnzlutWfejjHH/L9WpzKL8agSdKe0Kx3W8/Jn7EgAHmFJTgcZm9VNTn5xWg7YjZ6fbjEv01ejO3LPouCYt7IsJKk52CcVyvi/f05DYODCWTH0TMh97nu/cV45KvVCda8SWwslGPLE8ORudLFN4zXkp1csVZzPC/Qg0krSGTmW4/1b9DjEbBs1wmczi+KbUKiQcdnfc5Ao0ceDLTyu4x1PlESXG7o/2VIyh+blyVavRdtnvSEoedmpNX5LLJgOXNS9Dn7M+/4+jxc+fafOHgq37RjZuzyzr0oXjxQ7O/Mk7jm3UW44+Olpp0zHli5mJ1SyWaX4sKqdJzIK8SKPdksF2OAwcEEMnnZXl37Ld5xnD2+iKLEyT+1eJxu4PeNR/x/J0qdJP2fQ7jn85W49YMloXeOI2o/PZdkBUtpJohlnrBlfjSp56Ddy8F+E5djwdaj+HHVfpzIkw6B1mq8GH1btvyO44j1PQfZ65jMESovCRBQWOK9u2zmwpIpIebGSF/rXXRn25FAh5PZm45gw8HTpqXBabYfOYN92eYFaAHp96+4eFoc1b+VclzXd/5E/09X4M9tx3DgZD6mrTkYcp7z+PlEYisl1gkgotiytKeLBcdcsYfz8tiFUkPWrPxUqWwyzsZ4/i3NxYrjqBbyx0bvIizhTqYfS/lFJahY1tyqTCR5ONFurO0+nhfrJETNw1+tBgC0rJOJ+c9eY8k54qnBl4jMvC4wL1jn6+V70bhGRTSqUSHWSVFlJC+Zedkxujr8+gOn8a9v1wAA9r59q3kJcZCe4/4y/ZjSBUmUVis2/ZS2UlDsDQQu3H7Mf+3NPVeMh7o2i2WyEgJ7DpIucV4GUYRWRjFgt2KPvSendxIhwnEQVpYL5cokW3h0fRJlOEOSDVaDbVu/alivGztvh6H9I+3JJW6wC0Jwoyz2n2R0zd96LNZJiLpdx6QBUa1Swmijnb3Hwqf1yfm+I6vL9IiOzq8+KjYcPI0RMzfjwcmrTO/tFStmlhspyQaDgwncY9BK4rJEuedg/NB7nWTnkOhgcJAUJVjnB4rQ3Z+uiHUSHMvJvzUrG1qRLAoRDeb26ohtJki2QSYsa7BB4vNZRiY+WLDT5NSEzwYfZUwZ+9mKh00564P7v2kbAotc2LuooiiSXxNf/20LRv6yWddr5b8A5itrHMkp8P/9yNero3LO4Te1NvyakKsVWzQtQ6ieg/F6Q8zOvzfF4KCN0xtN/BzMx2HFRABenrERP689ZOg1lcql4IMBl+KK5qkWpcrZ3FyN0fYiDXBZeVH22CD/CIJ3SMPrv26JdVIslWxhz0G3R9B3/AhaN2MM9h4MnFL5nOJ8HbTchmyD/Ajx0lAKl5EywcmV+h9XH8DD3ZqhVd0qph6XQ0mtFc0FSc4UFOOLJZkAgCeua4lalctpvtZh8XHHcsovLFQ62zUIr7d9KEbrA3YYeRCPxDca9PYMddpNNh+zer46uU5hJ+w5SIocWr6EbcY/h3G2yG3o37EzhVi0/Xiskx4xq4YxdXxjHk6fK7bk2PEk/oaRxc9FXoCAByetwp4TZ4Ofsyh9sRjKPHvzkdA7heHk2SJ0eH0ehv20PuS+0foV6FrRNJJFBRLt4ukArU0O4PkUlS4GoJ1bjOUHO5R78eC3DYelGwTffyweViw6vMcj/jv4vIUlbuQWsI7kRBc1qmZofyvqeTUqljX9mIA0OKjnJr8dRh6YLeJywoRiRnIIxY/YHhcLM8pUrSykdbOWrMGeg6RIfiFLlArr9492RqPqFUPu99HCnZi6+mAUUuRcp/OL/auaUXxSLhfMKSzsPqzYTOKKkdI8dlazqpfv1NUHkHOuGNPWHMR7/S625BxG6floJZXREPkwaIhV/LWTDDHSUJDMqWR+Uvyeu7EVBn+zxrLja65WbPCNJU6pZ60nvv8HvS5qEPXzGsn/Xd76EyfPFvkfx9+NQnsy41OubjAw53IBz93QCu8b6OUe6tojHVZsXt4RDyv2psGlmTetHHkQTXbuta30CceyiqyWN4+fKURBsRuNa4ZuR5N9MThIihKtgeMr6BpWr4DzUkMXalXLl7E6SVGTaN81BURaubCyMmWDUcWan49VybPB2zaNkQCvncohzVWqQ7zW7LchroTbufFiZ1b15kyg+xfOoONr1vudlUtJQmGJJ/SOOo+vtFkcGATsVQaStnDiYW6DBUaovcXXA6uyjlIaFstGTMVLcNBuQgV/lbJTtL6JmesOK27v9OZ8AMDaV25AzUrm9GzlZTb6OKyYFLGoJ6PW7AteRZiNJx0c/GOzdM7BEAe/oV1d605eivk3MkY+P1v9DEQJ33U8T2NHBWzh247WN/J2WvuopYOcww5FP68/9mW0lHcBaFC9gqlpsGpBklAOixZ0AYwPQ443+UUl1hxY/P0qPh27z/r7v/drPp95wmC9SQPLwehjcJBIxOiwjnjoyWFWnWLtvtMmHYmcQjn3mzTnYIjn0y5taMp5wk2DVXMDxmLOQavYYVEZOXEjSk9OvWlchuSx/PuR39FnaFA/yWdp4QdndcNZ6yfLTjXRo1V/89XVrC6RIiny8ovc5iWELGW0N7LLFUadJdRqxeLjW1SAGq2OOLn+Em7Sc89ZExyU9Ay12XUkVHLC+X2Ez7l5zq4YHCRF8h92PATBtMT3u4sOu128nEAQBMzakBXrZITNyoqgHQJL0aroin86sX/X5jHyXqK1kIeuOQcjOX6Cl4OGViu2LhkSWt9Jon9ficKXL61frdi8W2bxXu92spQwov4pycaa3KG+f8lqtjYpx5yYY//cdhRTVx8I+/XR+OyPnykM2hbLOKx8nmy5JFM/FNHUKiED5k7MgfbD4CBRGOxyITZFXL0ZZ1mw9ViskxARKy/DdliQRLvnoHnncUkmADfvuHq1q1/VkuNqDTF6MX0jhk8LrGJsp1LIyFyT8nSb3YPDBj8DQxyW3IgEeqOpv2vjPW8iSVEcMrlg0N14NPl74NcaP267uAHKGAz0aV0X+ndqHFY6otHxOhGCLQ9NXo3h0zYg88TZWCdFQvz9KvUqjtU3s/PoGazYozSNVCBFRmPnXIzJXhgcJEVBP9M4vz74yjTGySia9mbHtjIiWZU1jNePmbsD17y7EKdkE6ubwQYdB2NS7sWiMl6+jDVVAbVeNLkFxZjy935MXX1Q8Y54rEXyHfAaop+0cWvdB2d1w0MroGc0P5zIs9/vwSn0fNZ6g696y4AO51WXvU6cIH3n0sMOl0Pyql25HFKSwxs2eVmTGkHP3XdFE8XXOKWXVKxvbprleJhlr1XzAZ4VzWWoVLbF6rN+/Lu1its9Jl3P3/p9q+Sx+H0u2XUcZD0GB0kZGzj66CicBUHAgZP5jp6Lg6xhbtf76Ju1MQv7svPx5dJM0Vbmc6exKh+q5QRBtAior4dotH4KLh2TDmr2HAyRvZ39i45TLuBf17RQfCo5KfxqMC/p8e38OpVD7jP1sS5Y9VIP/2Mze7yLDzVvy1HTjkuRSwmz3LhboZeg2vU35GrFUViQxHDPZwfX/8Juo1n02U9bc9D/t1IeUfqso1GPkq+y7kuFuOwznA7R/v/7aw+W7TqhuFtBsfYK8rwmm4PBQVKUaD8wKy9oHyzYhW6jF2L8gp2WncOuEiwbGWbFZPU554qxdv+pqAajxZWCaJ02GqeJRUU3FmWvVRVK1Qn2Fc7n1GElQcOMTR8GKfqbBWpYXACG92yt+JwZvWb5vTiH+LpYo2IZ1f2K3QIqlk0OebyU5CTUrlJO5WTqr8vYaawHzLtzthvan6xVNiW8gl5pbt1w709Iyx3zLjwRxHUcXRbaLe3nigP1J8W2gs3SK24HJBts3Mj3vufzlSakiMLF4CApstvcC3ZjZPL8sfN3AADGzbdncNCZTfL4YMUiDDeOXYy0T5bp6mkgDn5FUjGKdHiyXUXSg8yIWP8GrQrMfbEkM/ROUeZS+VtMc0i77Lmg1Ytj/m3GVrgLkmTlnDM9LWJJKo2VWpVVAjsGOLm3TKIxMl3FyXzj02Wo5X/59q+W7Qt9LMNnp2hwuYz3HMwtUF/RVu2aEaosjainllEqxy9xe/DbhsMWnzw6wu84aM2Hf6agBDPXHcLxM4WKbYVYlQ9qec3jCb2PFewW1I0HDA6SLuLf3tasXHz6124UlWh37yVnWHfgtGXHTuxmcmhW9Bw8muudN2X25iPmH1yHqPUcjMJ5YrGaakwqOnb4ocYgDarDng188/Lvy8pAkcNnIQgiDqzOXGddA1PrJkznZjXDPi7bJLH1x8Ys/L4xS9e+vqwmDaho/6AOnNQOWH/z8OVB2yS96JlD4pbROQePlN78UHpVuOW6OHdZtiBJiCz87Yp9mLM5cCN6w8Eci1JivXCnBLDquvz9yv14+od1uPOTpdacIGzKb1j8+RmdqkarLA73hiOFj8FBMuzm8Rn47+/bZPOMOVu4C5KwIKJIWNFz0AizAlHx+jvQXrU2ft61FUFquZxzxZrP60nCzRfWizwhohOdUevNofN7F6C/J9KmQzl4ZcYmwwtOiANoTrhDbsffhVbeMqMMdsL3Em/OFpbg39+txePfrcXZQu/vWM836TFxpauLGlUP2qY2DYA8m8VboD/aPv1rN75fuT8m53YBpq5WXF1leHvIslSSv0wcVqy4+oXyvhk7pXPD3fW/5aalI9rCncLD6p/ywVPnFKcJUtr27YrQPZKtIg0OxiwZZAIGBylsGw859w4RkR1YuSBJrIY3Rmuuw2gEIWIy52AMzmlmXjl+phCPfLUaC7cdk2w/pzL/oC+76JmjZljP1mhcs0LEaQzFyDcg/77Usn+vD5fgmxX78GL6xvAT5gQ2DJRZN1m/Dd9sgigQzccl/luN73dqYmxQMa/P2pCl9bSxwzN/KTp0+hz++/s2/Ofn8MpSMz7VMmGuViz2/SOdMemBTqhZsazia0J9/buP5wWObyg1Ul8v34uhP/yDEnfwaDA73uyxipm/N7N/ukrtbfkpCord2H3c+inB5Hk50CtbvE9kcw5Kjm8gDzImaQ4GB2NIEATHXPzNvNtqR753p7dAYwEUTCkrx3euiVy83F1LxDkHf1l3GLeMz8C+bHMrY7G4JESwYGuQ137bgvlbj+LByatU91EqZvUUvWYE0yMNhIb6fpSefnPWFv/f24+ciej8ZJzVN0riqcxzCvlnvv7AafwkWt1TzpcHJMOKI06D8jd/psDbS1qr12+cXPpjwtdTFIhNANXlAm5sZ6wXu+/SJb6EXdmyFq5tUyfsdPzvrz1hv1ZsxMzNmLHuMB7/bq36TioZNp56wEqDW/pfp9RuNPtzUVql15f1fbGEkjDb6YdPn8OtH2REkjwA0jhBrLIFr8XmYHAwRjweAXd8sgz3fbHSEQHCz5dkKt5VIqLwWdlzUA8rSh4HFGemeH/eDmzJyjWlJ5g4eBGbKQfNy4dHcwsM7e9rYOvJN9EKphu5Jst3/W5l8LCezzICU3DEU2MqUnFTVsTL+3AQ6ZBdl+bNCO8+3v+aeZ9bLf96TKoqM1spi7QINaMIbtegqmlnVeuUYOT7N+O6MldhEbu4KaN1kNzkjvB956uMlDCTgEAs4f4v/zb++tI3+casLdh8OFf369QXcotkzkH15xIpD9oFg4Mxsu9kPtYfOI2lu7JR6JCFPTbJCw/+YB0R2I2lU2eNr/aXSKwMFER1tbBYDL+1yYIkZ6NQCbSaUwJW0Qqmay3SJM8T8mvApkP6K9l6xPMVJtJyo0KZZNRQma9LLJr5u1EN64e9x4M9x/NQWGKs7Nx9PE9xITwXgDyN1WCBQB4wq87WsUmNkHPFCQrb5OmhyDilCq7UczAkA2+O+SlyZtZjjQTbIpGZfRbrD5xGxs4TcBu88+Hb/WyhOXVYPT0v84u0y2myBwYHSbe4DoT5FiSJbSrizv6T+bFOgq1ZO+dgbMTVHDUxKPMcX86GmXw9b9uMn4ueY6zae0r38ZTq40t2nkiYGyMXNpT2oDE0X2OEWX1Yz9ZY8/INqFI+Jei56f++0v+3ZSt5+v8beCOVywWnhaTmbzmK695fjAGfrjD0uuvfX4z7vlip+FyoOeCUhhVHYtq/uqj3+BKk/w2X0y8F0aD2EQmCgCU7T+CkBeWwy2W8r71v/8rlQt/MCIdVUyckUhZ02uxZkdYVfWWh0XqV2v6SldpVkqYWNNWec1A/x9efbYLBwRhxYhCKPzkRJ36BZDtmzvUWDsmcSJH8wgWVvy0UjdMs3nEi9E4mEFe29L6vmesOYYtJd6djPbwd0Jf/9CxaYjV55VMp3fd9sRI3j498Dh8niKQubkY9PilJuVksySsWZxut9xGrhaHsbMrf3lVm1+4/bfi1f2eeBBD8u0sJtXps6degNTvOpwM7Sh7379RY/XAaZaZS0Jht1uiaue4w7vtiJa5/f5Elxze84ELp7te1qYPelzTAK73aBZ5TeY2hLGPxokuJUIo5LbAUaWo9YX63atc0cXDwtw2Hw00W2QCDg6Sbw8pNQ3yVOBu0kTXtOpaHMXO3I+dccayTEuRbhbm2zOK0i7ZedgjKmC2W39RrvS8w9XjztwbPwRPE5Lyp53BLd53A0z+swy0mTCINxLbcM/LxmfF7yTxx1luG5ptThqql/4jK3ItG34HdF/uRv38jZbVZvbgUJ4SX/G1Rrxo7fiEOYHZ543KFPqbvaa08d+MF0kUmjAaAtMjPyqCxOdTKm3ml1+5TJpXzcuEGVJKTXBjf/1I83LVZyNewfHGGWLVPgs5rMBlmJ1vc8/K9uTuweu9Jc0+ggj8T8zE4GCOSniIOydnxGqCJRLQ/kh5jFuODP3dh1C+bo3tiHfZl228I8YaDp/Hc1PWGF0mIFjMbH8HHDr2PWdk3FiVDIpdHW7PMnc/GqlxYrYLKnFwKX120hhWv2XcKH/y5C6/M3BTW68XJ/OHv/ayYRiDSz87fq0UhX0Tzxov4fciDT3E1zYKNhSo/fNdaI9eNiLOQZIEDfecV7H43IAbyi0rwf9M2YOH2YwDC62lvJj3BaKPHi/gYkR8icCyFz1f9c46fILdZN6uiRRCkn77Ra01gWHFki4f4zuuRjcveeSwv6LVqH7GVbSEyjsFB0k3pNy0IAp79cR3em7M96ulJZP9oTJhvhTsuaRDV8wFA+TKRF0+3f7QU09cexHNT15uQIvPZYJSk6aJVv2rfsFrQtrj4OGNQPzW3h0x486/pedtJLpdp+Wvtfv3zCvr8uPoAflp90P/4j01HonqDKC7yt5hJn51SIFC8yep2h2R6Bme1L50rzB6reibN9wn3+uxLi2S2DVny1M7N/BPsyyWZ+HH1ATw4SXtF6mhJcrkiDqiYLXbBlfjJsOH+9oy+7OpWtcM7UQhG50wMd45FPasVA+aVZUaOEz+5MbYYHCTdgnswC9h0KBfp/xzCRwt3xSZRJvG9N71DPRJtSEjtKuWifk7JDfQIS/xtR85EdgCLyBu1y3dnR3S8EpUJlTYezMH4+TsNrw6pl2lzF+pUs1JZNK9dOfiJOLj7GIueRlYFqT1q+cLkSmko2xV+/+GWKe/M3iY7jrEDGW3ESeYtM/TK6JCnyUgaTRtWHOHzkZCXuU7rfRIbkX8j8sBbqE/dd8Z61crrTkekvU/lWUHt+iymWmYmsBN56ouKhPNzi/RTDed6GU5OMtTLNYzj63HDmMX49K/dCdHi8RisouQXleCW8RkYLasThDLxvg6Y8ugVeOzq5sYSGILRa49HECAIguFVjtXqMPLDqJVfeYUluGncX3h/bqBTUSLkLycxFBwcOXKkd5Um0b82bdr4ny8oKMCQIUOQmpqKypUro0+fPjh6VMecTQnIicGloInYBaBIR2WHzBftIZUDr2ga1fOZ7UReoX8iczuRVzIHfGZs9UaxWRuycP7Lfyg+d9tHSzB2/g78b/EeyXYzA7BmH0dLu/pVFbc7r1T1iv00E9Z/ctLRckrjikMfo9gthBX/7TnuL+Mv0qmFUpCadDErq4caVmxVr5rdx/PQdsRsycIaQT3EIvhtZecVBg3VijezNx3RfF7Ppyf4/0/d6XPFKHZ7UC7F2+y5rk2dkC+SBwe7tqwFALgmRM8fpaMePn0OF46cg6em/INzRW6NFT81D61Ldl6h4Qa/nZUvkyzbEvjwYhFADec3rVUGqa56bej4BhOkdSzR30dzC/Hf37WCX06tdQUz2q6avuYgtmTlYqpoNIEeFcumoEuL1Ig/OnkPVqPBQcEDDJq0Cot3HI8sIaX0Tnfzw9/7se3IGXz4p75ORaF+4+K3HT+5MbYM9xy84IILkJWV5f+3ZMkS/3PPPPMMfv31V/z0009YvHgxDh8+jLS0NFMTHI+ccndQKZXxMizS996MXmCd8c1F7rzUitj2+k1RPafZn+3wafYaWiwIArZmmdejccj3a2UXyeDMvOFgjmnnE7Nrz0zSx6pyXM/0WYE5jUL/4utWLWe7YXdlkmN7ERQEARsOnkZBsb5ewYIgYNOhHJwtLDHt/NLH4b82fNrDiq3y9h/bUOyWvgczew52fGM+Hphsj6GUZhJ/N//6dk3ExxME5dJDvJr7XzuO49YPMvz5s1qFMjrmKZQ+rl2lHLa9fhMmP9gpRHpK/ytK1edLMlFQ7MEv6w/j4tfmqr420vyzdv8pb76Z9HdEx7GTcH7LWi/RW1aqHjuc9ITxGiNZwYkdTuzGaJBJXvYbP2FkLw9KpMHjFZa48ZeOwGBBsRsbD+YEpktQWQjlp9UHlJMpyvwbDp7G2UKF359J2ddm1UPH0j8hkO8FKSmoV69e0PacnBx88cUX+P7773HdddcBACZNmoS2bdtixYoVuOKKKyJPbRyJfU8R4wQheMJR8Z1VQRA4qWgcmnhfRwBKd2+jxyE/EUP+2nkC4xfsjOo5g3r6mvTBZuw8gfUHTuPixtWRW2D9StpqgaRYFD9m581Y5HWrPjfJkFgT5mWz4/XF6Fsx+x1MXrYXo37dgm7n18I3D3cOuf+8LUcx+Js1aF67Ev58rrvJqTE6rNiccyoFt6U9B805j9zJs8HDHc3+/eppvCUi+Y0HpUDzCNmiQzuO5vnLJBf0DEUOzjhG6kHiJCWLMmFRifqIm0h783+zfB8A7zU5EYTzGT39w7qIzhnOdSi83obW7EvKrJzC46N7LsVnf+3B/90cGG0Z6TlyzxXjj01Z/sdugz+G534K3WGixO1Bm1dmAwDeSmuPAZefp7pvzwvqYeH2wPXKf5NElK43Zm01lEbvAYy/hCJjuOfgzp070aBBAzRv3hz33nsv9u/fDwBYs2YNiouL0aNHD/++bdq0wXnnnYfly5erHq+wsBC5ubmSf4nGynyfbGKXEEEQ8KPozsDhnAJJBTyORjGEFOsLsVkftZ6eGzddGHwzICriPD/9viEr9E4mK4zwjrmWBdu8Kwk+8f0/is9/90jowIVeqiuexcHd81iswiz+3A6dPmfJOXYprFwn5pSbZHJWp1tyfIWTfbVsLwD9wYCZ6w8DAPYcPxtp0iJm5bBiyYIkJp1HD845GJoZ34f0xoNyXlq971Tw6/zDREKXtfLqs+4Vh0tTI947SdbaUrtWGW3gJwL5J6VV/z6WW4AvlmQi55x1NymdMGJqzb6TmLbG2HBXLXa8MWc2o21YIx/JhQ2qYeYTXXFli1r+bZHW9TJ2nsDo2YF5+4ymX0+dYXJp/QIAvlvpvfGgdpoyyeEvYxEPdfd4YqjnYOfOnTF58mS0bt0aWVlZGDVqFLp164ZNmzbhyJEjKFu2LKpXry55Td26dXHkiPqcIm+99RZGjRoVVuIpugQAC0sDAACw/sBpSeHo9gimBiOjyVdIOzP14Vu03b69EiQTcxu4iKavPYhT+cV4uGszK5JlmiSLfyvRrssVa8w/uue/tyDfxMCkanDQoT9gccVIT043u6IuPtz+7Hw0rF7BlOOKs8QDk1Zh79u3ApC+x2+W70OzWhUdey/Aqem2BdMWJFEYViz+O4rlgofTMEdF0OT3OrNSIDboCvnbNfMaLS+z1Xq/SxckCeM8YbzG7oz8fu/9fCV2hrgRFSmrewGGQ374PhO8nXKa1aqEjk1qWHfeOMpw0Y7Lm92hxswby/uyz6Ji2RTM3RJYNyJW1zZD74oVMlMYCg7efPPN/r8vuugidO7cGU2aNMHUqVNRoUJ4jYkXX3wRzz77rP9xbm4uGjduHNaxnCoWPUUAoFblspqrgMkJQvCFYOmuwJ2HRLxj7vS3HKo3jxM9O9XbVb5H2zoxTok2q+PoeiptZs53qrUSY1KSufcFnTJPq16xfj+S6SFMTMuJvMKQ+0xcvBsA0L5hNdPOa2d5kcz1p/CjjnWPDq1r4OxNR/D7xiy8ldYelcoFVzcjbRz5zq3cc1ASHozsRAbEqj7nJGZMPSGZpqD0f/pe5/2vyxU8TY6cPF/p/mYVhtPNko0UUMsmAoPLhsg/R6sDg4D5cyCa8hqVnfeeOGtKcDARyjWjbVgj34/Skc3+SM083jXvLgIAXN6sZuD4Ic4j32wkOfEUZI4HhuccFKtevTpatWqFXbt24YYbbkBRURFOnz4t6T149OhRxTkKfcqVK4dy5cpFkgxHksw5aOV5NNNg7NcoQAi6Y/bWH4FVrJwcHPSn3CEFlFkftZ0L5EjfopXDSswgXwkxGqz8hYaanNnM96s+rNj5Yl2MRnp+Pa9Xamho9Ty1glmNHaPHieh9mpBms38j8qCM+PPwLTbRJLUinruxddBrzaozKJUtsbq2JdL0KuEyoweKdLi9kZ6D3h2TXKGvh/J8pfe7DdWI1nou3BET8Uze7hA/isWNNTsOkOKwzMgZyUkHTuZj5K9b9B9b4bdsdpvZ6ja4IAiK72PPibO44+OlqFe1fNjHjiT3xvrmejwKf4A4gLy8POzevRv169dHx44dUaZMGSxYsMD//Pbt27F//3506dIl4oTGM6dc/5V6DopZUSkucXs0J2+OlXi5DMcq74W6Yw/IewaEcQ6b/67sMATfzO/fbbAXRiTUzmTnYLcW6eT6xr6U//4exgTPMuLvLmZlglMuhBFKjHcpdSxXuQeplWV0zIYVJ0g+joQZ176gBUkMvs4FF84UaPfiDTeVum6Q6BhWHBYbXQPPFZkzlYgZv1+PR4h4lWKfsBYkCWuFY5fuALHa8Z1aJ4oFI8H4//y80dixjSYmDFa3ebYdOYObxmWgsET6O1p34DTWHTiN2ZvVp5CLhJHvhYFCcxgKDg4bNgyLFy/G3r17sWzZMtx5551ITk7GgAEDUK1aNTz88MN49tlnsXDhQqxZswYPPvggunTpwpWKFbii1XVQg9H6mYBQwUFz34ggCLju/cW48u0FUe9VYndmFYBvmhBYCEe//6kvUmQWu991t77SZrRnsLWi0VMyLu6eG/wiPv1rT8SnFJfdkU6IX1ASugGmdIZoB/OLTTqhzYuZIGYPQ5a/fyMfh1lltNJbkqxWrLGf2ex+U8oOzPge5AuS6OUb0qwnDfJrltEFSbTM2XxUcXuk2Ud8DczKORfUkI+Wr5btRdsRs/HbhsMRH0vrq9L73d/z+Qq0eWW24grjhtMTZqAvHEqL6hgRThEbepqGgONnQk8d4hSGyhGDI5OUjv3o1c1RvkxEfbQkLLkxJTvk9qNncCo/8vcuxyC2vRjKlQcPHsSAAQPQunVr3HXXXUhNTcWKFStQu3ZtAMDYsWPRq1cv9OnTB1dffTXq1auH9PR0SxIeT6yMdGv94C5sYHyOJ63Gt57eYEYUlniw/2Q+TuQV4eApa1bQ9BHfTTb0Ot6lCMsaHRWeSD9Zu38zsRhWbKVQvwVT365q10Fjh4mzryBsakV3zrlirNp70lAQZ9Oh3PDSEOWoilmNGqPXAKP191D7xzoL63k7Vl0nfccNuVpx6YP6EQx7MpIq0mZGGzboGDqPuXx3NgB9Zb+eOVOVTFvtXSU2nPcp7xEZiS5v/YmeY/8y9Jq8whKs3JMdcXn86i+bAQBPTfknouMoEQeqfKnccjgXh0+rtxNW7DkJAJi3JbzeTW+ntff/Hc2621sxuoEvt/HgacXt6w4ob3cKcd3GUHDN6LRcCsduWL0CNo3siQeubIqLGhlvj+s5R0yZNXWLgX3jooOADRiac/CHH37QfL58+fL4+OOP8fHHH0eUqEQgzr6n8otRvWLZ6KchnMItisOKC4sDvQXNvLtCziCpJEdYyZZbtP0YUiuVQ3sTLsjhssGoYtObsVqVE1PnHLRRA9z0SaXNPZwu5VIC5Wuy6Hu6edxfOJxTgA8HXIrbLm5g2vmUPrM9J86advxoMnrds10FvpTbI+C3DYfRsUkNNKpRMSrntHLOQaWeg5MevBw9xxkLlhjFnoOhmVF+C5K/Bd15KbBb6OvR2v3Sm5h6U/3hn7vw5PXn2+I6tTc739D+93y2AhsO5mDkbe3wwFXNLEqVQRp1B0EQcPBUPm75IMPSJKQkB66RqZWi015zuexTnhjNR05kKDZo8NhqIzJSkpMw8vYLAABNX5hl8KhSdqtaCP7/hk6YWUE9O5S58YARFxsY9OXflh1b6wdn9s2vUHOOGSUeDpGSFJ2sqvcziXWPI7tdBMJxNpJVO3VR/pD2ZZ/FA5NW4baPllh8fm1W331WPLyF+UYQtMuAaARDbRBvjVg0f9tFJR5MXLwbR3ML/NvKigKFh3O82//YlBX02lixW9lnt/SEovYbmfL3fjz9wzp0fWdhZCdQ+DxUVzc06bOTl6X3dj5Pcb/W9argx8HWTnMjD1LFuq5gR2Z879KFO/Rf2jYeygEQ5vei8yS+tIV1UzPM4dI+kea3DQe9n8/0tYciO1ApM37iod7S1qwzJpxFmyg2iJvb1zf8+nBuChUWe8LqmfePLKhN+hjqoWbwd1YSYsE+QHqTNhyRTgljV3H6tmyNwUEb2H/SOXdktOf+MPcXbJc7ZnYUD4Xl6NnbQu8UAbXPyOoh6nqZPfdXrAnQrlyZ+X5VVys23BvahMSYwOiCJPJ32erlP8L6PU1elom3/9gmmdcoGgsq2OHurlnBaqOfl9F3Hq3PatnuE2G9Ts91X22Pncfywjqn3LWt60geN6tVSTasOPB35+apppxTjXw4pl3KGLsKd3GSSIffyk+74LlrgvaR31zX+1uM6CuPML9EUqwdyQncJLJT9USeFvHD0/nFIcvgHNEcaeH2UBLfgEiO0ofz8aJduvcVfwQ7jkYWLE2kMks6QklQ/NsMJToatJMe7BTROcxYBd4KiZSf4gWDgzFihwtvOEnQanybfddCcgc1Sg0ko58JC73w/WPgjmg437/aKxZsPWb4WFawugzQc3izK0PR+j34TlOtQhnJdheAJqnRGRJpJ0UlHnyyaDd2HTPWKNhyOHh+wKisthrBKexw7RQzPDdXBO/dlF44aqtahtloDp76LXoXRV9WHX5Ta8mcYIIgH1as/d5qVS5neppIH7dHQFFJOK1a6bXL6PVLnida1K4cRhqU+dISTlaIZfZ55sd1/r/tVMxq/X5H/bol5G/urT8in7cvFnNEnza48INPvM1nHS2WDivWEblrWL2CwaNK2eGmq5jv84z0mmjk5bz+moPBwRhx4qSZArQLRDN7+hWWuNFvovEVbc8VuXHnJ0sxdt4O3a+x6xxQ8c5ILy8z5xz8cmmmaJ/YfffOKwG0CUKUAksifz53DaqWl06de2nj6lFNg5pjuQW4eXwGvl2xz9DrIvkIzxQYG6qv2IiweXFoVhYz621Get1TCmx4PMaDHTETRjLNWnzGd5TyZZLR/3LpUGK1noNKGlQ3b6GSaJeBTiT/hD79azd6fZgh6eEV8hiC9G+lT13re9dT/ZDvo/er9c+1FUZeMNqL3EzbjohuFjkkwLT7eB5CFULefSITbg9XH6uLBXFeEafVaeXRmLnb0WfCMhQUR3+VbclUBSH2NTpKpVjHsOJIg7oO+6rD9tPqA7FOQtxjcDCBhVMOaV0fzVxtcvamI9LhnzoPPW3tQfyz/zTGL9hpWlqUODG4azeRfoJFJR7kF6kHQ/RUzBNt6Lq8sWF2X99o8X23qZXLodv5tf3bXS77DNd+b+52bM3KxcszNoXcV9pLOjTTPmmFj0rpN5FXqK+innNOX+PeDj87syrSkQwrFgQBfSYsQ7+Jy/15uqjEgx5jF2PwN2uCXquYs2M9/62efUQ7nSty45r3FmLoD/9YliYgdr1n5L+fWBVHgiAYCrbF0ntzd2DToVz876/dul8j/5yN/p7DmnJQb3DQ12MmjHNEKpL8Jg4qmZVtzShn5e/pPz9v9P/tEQQdK7qL7xSEl4YkAzcbqpQ3tNan6cTf4/PTNhgeURDL6/MHf+7Cmn2nMHOdOXNehiKo/B3ydQYzdvuG1ULukxRhANqKQLA5i0fpmXpE/3men7ZB+lo7VCjjDIODMRK1O4JRrJiaWTDpucuipMRtfHiKONl2CSwkgkg/6iveWoB2I+bgXJFy4EJPDiqx6yQdJlDsFGZxsROtu9SSs8gq7Xb5BRcaGCq3WTS8N5o9xpQCKErf4V87juPwae25OicvzcTFo+aalrZI3XqR8Unjw3HybJGh/cXf7/EzhVi7/zRW7zuFU6WBnFV7T2LP8bOYt+Vo6f6i10aeXHVh/nDkLwuVfeduOYIDJ89hxrrD4Z1QBwGC5tuZ/GAnVC2fgv8N7Kj4/GVNakR0bjsYMXMzLn5tLhZtt8c0GhIqH1FBsf4yU/w5ixevE9PKA+HU9Yx+t5EuSBLtrCT+TOxUFZYnZdnubP/fHkHHt2LCe1G6Vl7dqrbCnkD1imUUt1vJ4/H2/PR4hKC0jvp1S9TTE6nwphqIjFX111+f6IpK5UIHjCOdB9lunR380ytYkK4StwfbjuQG1ZcZKDQHg4MJzOzeb2YWTEENDp2vi7TrvxUqlEk2/ZiOGXKmQf5NSYa0yCi9XV+jfKfKXVE9H5GeFcQSRaSfhHdYsSlJ0XUuH3FFWBACq1HGmpGeS5NEQ931MKuUM7Kg9R+bjmgea6SBBkg0iq+q5aPTQPtGY9j44h3HdR8nnO/078yThhdYMvsKuTf7bMh9xM13rRXNTaXR06d76zpY/+qN6HlBPcWXVtTRkFNjlwaaL1++P1f/FCuxphTmUQviicuQXSYtbGOmjJ36f/tisaza2bD6HJKe6UzMeFtK1/OvH7pc975We+uPrbhpXAb++/tWW7aDjIrFz0A+VYEWIzcXKpTV1waMNN84bQi5mFbSldq7//l5I24al4GJi/dYmKrEFdu+zxRXvliyBzUrljX8ugsbVsONKpV0H71lnrjAHjN3u+a+SUku9LqoPprVCkxEbcUl1U53YO3spnEZ2PnmzSiTHHzPIrwFSUK/JpbBQTvkC7PrErEIWovrwYJg3gqoeqnlMyMVPXmAM1qUkqhWwXTaDQk7tI9+XnsQ18h6l4Scy0jnsTcfzsFd/zM+L6/ZdA3vFG0zM3imlSVDLUhi1SgBu/1O7NhgVCszlZKq9nmKN+tZCVQunIa4kY/y57WH8Pi1LYyfQ+VvvSK56S9ehddOi1poJUUQonPNtHvAzTf64PMlmZjYNPyez0Bkn6fdPye5cBflM7Kv3p9SpD85u117fKxI1dTVBwEAY+fvQPfWyj14KXwMDsZItH7D2sMqjB1r/PydKNYYtvvtiv3GDlgqyQWsefkG1KhkPLCodCyfD/7cFXL/vzNP4puHOxs+j5HPzlmXyuhR+gkUlXgUg4OLtodxF17Hb6zXRxm4/4qmxo9tgvS11s6potRI0PxITCiTotZzUPS3uBFjp4awQja2HaUGYDQqmNEYemmnxq2Y0Y9XbfcNB8PrIasWFIvWp2Xm3MRaxO8nVH7r2KSG5POM5LOwS89BH7ulR4uRskdc1ofTGzUaxYOZRWnzWpV07RfJ+7LrtDpa6RJ0DCs2420ZmQ+uVd0q2JedH/lJw6ae1mO5BZi8bC8GXH4eGtesaPqZW5q46ne0SX+v2rnKimI1OcKMakXVzZRj6jiG1i5azxWVeGRTg+lNFGlhcDDOmVlWrDtwWvP5QV2aGD7mNyv2wSMA+cVuaN3r0tuYFBeuN7ari/rVlFchPHjqHBZsO2Z4dU+7iHV9v0yyK+x5IX2M1Ocf/26tJcc/cPIc3vx9q+FjxwvpQhiRfZ+CgOhlTFFtQFwZiPXvQszIHXSzeg4abdwp7a92/ljHXW8K0btczq6VRLXfWWb2WVNukMVaqHLELcpIZlxH1BgJDj/fszUmLd3rfxxJ3rHTDQrAvr1JlCilVE+ZFk5wMJw5zYyeJZxPXu37isYiF+Jr1pp9pyw/nxk8Qug8Lr5RGu5PW9y2CJUl+3Ro6J8z1sesX+H1bepgwTbteUS10vfv79aWLvhxGEtfuE5xHzuUGbFIglU3UvTmuciHFUf0ckWRHNKs5GzNUp9yKuicsc+6cYHBwQRmZuOpVuVyGNX7QsOv+2HVARSWeIIuRuGmTXx378GrmqFLi1TF/RZuP+a/wAoqgQY99FxErbgbG60CsHXdKtYd3KQ3IQjAk1P+QbPUinjmhlaGXlupbHLIIe1WWLEnG1k5BZaeIxbBkVg0jCU9JG1UMTDyuxc3ysTBlc2HczDq1y34v5tao2OTmqamD1AbVqy8r5m9/cLJJk1qGevlsPNo7OchUxxhq/Le7/t8Jba8dpPuY9s09qlI/JbNLCOuVLm+C4LspkGIU1Ysm4JqFcr4V9v+Z//psNMkP1esGyt2ClbO3pSFr5btw5Fc5Wuf3qQWlrjx4ORV/sfhBAcLikOvwC4vw418lOF+6mrznkXjW3TakFBA33XJnJ6D+va7qmUqrCydR/W+IGRwUCuf+oK+h0IsMJYopMP4Y1tW2nHOwUgCxYFV20MfQ+s0e45rz2sc6+8tHjE4GCPRyMqCIIS1em84rA5E6C2fxIWrXeo5NklGWKY+1kVxuzcgY37PwXCOuGbfKfy63rvypTg4qOeCMa7/pbihXd0wzhqZx75ZbXlw0KhI6xUCBBRFqbwRJ1XcO9hODWEj5Y/avvd9vhKn8ovRZ8Jy7H371ojTVOL2IDnJ5W/0Kp1Wfc7BiE8PAJpTU8hNefQKDPhsRWkCjJ1HbQXTaDLymeX7Vl2XfSnR6sVh5ZBC8ZHN7N1wcePqGucM//34goRmiHUPVjsNK/7Xt9ojAKavPYjX7wh9k3nmP4dx/Eyh/3E45X448xQaKYR+/ucQfv4nsqlDwmn0RjasOPzXWkkrXd6eg9anIdQcpj6C4J2mwCqVyrLZbhVxkWBmntJ7bXVFOBWNJcFB049ITuCAWZFIL49HwDHRHdl/fbvGVhXD/2/vvOOjqNY+/pvNplcIIQlJ6DX0TugdFBQFG6IIYgcLtmuv13bVa3kvdi/2hmLDa6VZKCpNEUSlSC/Si5A27x+b3czMTp8zbff53g/X7OzMmbNnnjnlOU+RI9xnavVpen+GMM6X3g5ZWLbeBYWhOZRHJ1x6yE6zL+Pn3iMntE9SQLhgPqHgHqRH9v0QF44lUYoGhv3D/HV70PP+uewKVEH4My4Z0DTyt9oz17PoZImwL9mtYCkTOVfBrXj/MXZKir/Lq9Dj/rk457klkWNGYg7KHa2q5kWLdC1WbN6PFrd+iie++l3X+d0EgdWNiqoXYg4asRzUVR6D99XuVtGqoxMxB3kYX2gpyf1Vg5tbr5CLeGnDRIuIglyD4xLFv9J+g9ocsLyqGk+c0wkA8MDY9rru6wTCx2VOWcEmIYmX0FLGaSlRWfwsJavKtg2ykCHIbs7zQF5mctR5rF5DJ8Y1a66krDyCnOm3RLex6Z56f0usxhy0+1E6bWEdD8TZ0tg72NHxTXtzOXrcPxfz14VMzj//ZZfq+VZ21qPLYovZPlL4m/RY7jhhjmzHUO62GXVltXULse02W87pecf6No/dLFdG5c5ql2RESWQVofynJSbIHpcyoUdDe+qicEthH/bWD1tUy0hPFv4Ge1iycS/2HS3H0o37Isfk+kgjMQfHP78E3e/7Cqs04tGGuevjNQCAt39Ub48woqQSBgXUSAB5R9Hwgmc5LnsRp5RVhvs/heOndGxgtSqu4iPdoCxyz1GqqDEjU5/8tANjOhXh13tHYrzOscHpthRlUo3jJE5q8Dyv+VyEfeprS/40dR+ltvl4Wl8sv31YbX1sfk6BgHb8XR8+Rk9QbZOSSa+hSsy5FUv+q36uzweqGIOUgzHE/37eCQB4duF6fRcwHEBYKPPUMNNBOZKNTsc5Xs0AZwW7jD/0Pmc9Cgw9JSUF3ekCleTe7pg/yyWxtPw6HB+vqFVO603m4bSyiFP4W46xnYsjfyu9A+/8uCXiKmuqS5EpVq5vMhJz8PsaRaOW8tMsShaVevCqbpAVpocVhetYNZfsYzIQ/48V4hAj5n+d34dvLyQXYE1Q8nIr/UI9sQhTBJtLUqSP3pFwQMIkYQ4/Oq9uqIjjh4obhYex+egqk1nehU0jrE8gwInmkXY/swDHqYZTIMwzTyOWoxCtOHhmsDrWLN2wT/skg9jdBVVWVePTn3fgryPlNt+JMAIpB2MQBkZdhvGKtYO4c1Wuk9giRdclhIAm9dJdvb+uAUtyEsdx2HHQ20GYmzrQrkpt4Kcl5B+7a5NNeDVbsRCtSV+iDiX1je/+hH9/8Zv6fYxUSgFzMQftaXnh72mUaywhiResYGQVM4JDemqo1LJeGXP14EZdxQt4HRcoirB/2lkOr4eW0ULuNQ5KH6hd7oDSzw5o68K3WPbnfrz5/eao41pY6faECjAvJSdRnK8D2He0HK8u3qR+vY1uxVLslpCEAGe7lZUX9hOcqoKwLdcYyIprJC6tXvGzOmf5z/w/LF1vF2r95n+/24jLX1+Or3/bY7r8lQLPlVjcDHMDUg66hJ3yW6WzcC8M/UoxB6WLCTPtZevcxkAnbsca1a3+b86VfXHpgKa4brixrMB60fuz9AwAchOos55dbLBGzsJSVpQsVrfu97aC1Cic2KxA9dwkB4NMGrEYFruPKRNOvGMGufdBropmuhbd/ZHBjovjQklJpg5qptv1L4wnlINyBzWq5Ua1Dxwrx0cWZEuIvD6U/YCl1U7iECPajaqohLX4PNxeq7B2NZsx/w9L/ZBR5BTLbr3azlgOhhj39CI8tUCnFxAjhO/JlL5NHL23GsLnLSfPZq0BjSBOSKKCSSFprHPzi+O0+xS1+nlgWPQFbBOS6DvPSwr5MExiDqp894VG+DM93PbBastlEGIo7VEMoseVgjVeHHD0JySpba9YUuTZQbuibLQrysaCdfrN743Asq3kytqyzxuKMSU5c9rCRuSG7RFBTQhwpvswrcuSggHHMioLMaYotKcOcuXKyZtiQhIX5IPjOJQ1y0VZs9zIsb90JjLy4pgESKxgXKuFmDs/+sXW8pX6NStZ79UeL89LLAddlAW3YymxfG1XbN6Phz9fB8DdWIweGaocxYnfLJRVNXdrpxH2H2aagUVoH72bTWbf99YFWdi09xiTeqjVwHyPq494fDe10Duv96Bu0NL4pWfO6KeEWfEEWQ7GIHoX1ixj4VkNf8RqAi38TboSkli8rVv9Wsx2pzp/mNJpwuN+HHO8qtBghZ5YOedaSBwinYx0aSi+n5Pta/5eyoKrJdIsfp85t2KdMKigUnZyKZ7YhVf3KpYlKs4Z435MbqHyy3b97lRmEMVRY1Sm3PwlLSmk0Ojfsp5I1PTMdbyyOcIalouvvS7EhZJ7dD9tPSD6bOYXjmpfqH1vyWdHFHQWb2Kl1xOGJJLGdfQKbr2mut2KDcTsFaIr9AFCGW3NZnz/7o+/dIUZcHtDA7D3Ob+8aBPGPb0IB/+uUH1ei9fvxSn/921Uf2MUvdMeL8ant/t9k8ZBl6N5/Qx7K0FEQcrBGERrMtivRT0AwHk92WXvtLtTM9NBqe3WeLETJkID8rHySu3zdE1w/EeFA1ZtypMh+3nr4l64ZmgL28qv5oHhpfmRzw1yUkXfO7ngMWIF6syiM/qYXDeoFLO2QmVV4UW9ihfcilkjUhww/Hlsd++dEQa5n7/kliH46tr+aNsgWySTCVbcik3VTni9u3IYi5YZLy/+U/TZzE80YxnnRFvq2fhUw0q3J/x9nthcqUHLrVjzegZ1EEYkUVs/mJUQvf0Ex5m/x4QXlpq80h7U5vp2vml3fvQLlv25H899re62P/75Jfh520Gc+7y32s1JmLgVWywj2aXEkfEMtXgMomU5+PLkHlh++zC0L852qEbKhAfZqJiDDEZzvWWYWW95Z9oUW1zx+nKU3vE5Nuw5on1yDcJdziPHaycbUVntPLRIUpLN9XuO6lKOWrmHEDszI3YqyUFiAod7x7SNHEtNSkBpYZbqdUr1blekfh0QmlCO6VQkKEtcmB0LHj3tpvUs3MxQKUXp9k/O/d36O+T2j3MY2TiPCn/LXm9De8nKos2PxQ4FmdzvyEpJRPP6mQBCC4rODXPQMj8DJXWNJbMR38da3d22wvF7QhI9mHGLd/u5KKG4eedA3ylUvHnVctCUclDyU7TmIHIIk+DI1eHGka2QHAzg7lPbRn2nCwPWZWZiDm7dr+2yHMGBV2POT9tResfneHahs3E1hRw9UaXrvCMn2MzJ/QgLUfBmT0uoQcpBl7BznNcaPAMBDnXTk3y1TtM7kRMtvDwyt6E4hvpZtH4vAOAViWWAFCV5WLJxb+Rvvy6KfnIguLYT9GxSF2vvGYnzyxornnP76NKoY0qvy0dT+2rek+d5sTuh5HsnrcnE9VC/ryj2o87z7EJt/PDTO+WR7l8Vueb8defh2u958Ul2WbwztRv0iIxwHIf3LuuNz67ur2tTQKnefpAjNVgqldyYU3nJy8MJy8HjFfoUFnYg7N+9anl91ZsrDF8T5R5u4r6NctMwqFUeTu3YAIkyic2uGNgcv9w9Au2K5I0urCQRiSrL4C9Ys/0Q+j40X/O8IomnhZ1c+/YqAMADn/7q2D2N4EZCEi9iZfyIXGqxMY1c7pHph+8h5WAM4sYCzmznF75szY5D+OKXnYrn6e0cjCzI5co1OhH16u6z39lzWD3pgNjaU687hj9GaKdqOf/X3Vi15YDgCHtZDmpkB5bGBFQjYGKBL33kbomAkfuKnwk75J6urBGZSmermKxEr+y4pJx1gnFdiqOOaY1b0u/3HD6hagUlbH8v9WZ/7NZv6c2K5KC2W2ggwOnqNwBlGfbJsKEIy/mgG4pfN5u/kSSDrFLIBZZc984qS9dbsdIVKj+tzG2NeH7oQTh3+2qtPcnw9NRh5uQeeHJ8Z8VztOY7WuXrxeh7uPeofKxQOyziWHURTljKOuVN5Je1hxxe2ewjnIWUgzGI3g6P5Ttvte+74vXluOTVZVi9Td5qasb8PxS/U0JvgF8z+Liv9wWf/LyDQSneHdWsTOAXrNuNV5eoW1aq3YPneWzeewyTX/oBl7223HQ9zFKQnRL5W27SZGUiJV3QuGn9YMx9tPbvG979SfG8nYeO48m5v+NYORvrErnmURs+vPtGuc+lA5pGHdNUDkpa9M+9RyXfs0f6yN9dthUb/zoqe65ehv57oer3iooGC69nnfRE8xcbwMqC3wv4Peagm3Ot60e0En12oi3X7TqsfZJNsPp5qxknOLIqAvPX7RF99lKImTBGvLi1aq93DrX3iPwmvPdaxx7UNk48KCKuwMIAxmoJ9Cicx9+zHh9jp8WZGy/SwWMV5i6UjGHrFXYcZy3bitH/962O4jjZvzVu6ztOVFbh9g9WY8E6d3ZRvYrwuWoN7veMMRkbxmUmzfwBt3+w2lIGta0HouPPODUZ6lCcg3vGtMXMSd2Zv4dRloOQfrYh5qDCcSOLWiNN/+8vf8PDn68zcEXNPXQ+YFsnzDE8405NTECPJnU1z1OTC+l3di9idx48jutnWbNUihWUmjrJonLQbZE/cKwCB46xyTLsjlux8/cMk5UiVkC7+SityNFfNUqgX7YfxE3v/YRdh47LnieyHLRwPz0JgGKdr64dYCj5miG3Yo2Ho3fc0IpPH+vw4HXL+ea9x3DTez8prlHViNe3IazncHIMdHu8jRVIORiL6Hw5WC48Dh1nlUSBXTdqZ0IStzl8vBKvLvkTk2b+4Mr93TaTV4wPJaiX1rynICtF/QSPs/Og/ARfi+0H/3Z98j6xrDEGta4v+50V64yoK138mUJZFDb357/sxKSZ30cWbIBDLjQyx+TeY7X2V9rUogmZfkTxJTUENhRyUMnd1ZxwCy878Lc+pVF1NY/pb6/E0wu0g8fLu6+7kwjIUHkKxzkOKGuay/ZmDvPQZ96M6yXHd3/85XYVIhhR1utJmOUEct3Cre//DAAY9eS3eOuHLYquy6wsI1kn/vKjrrF5/QxcM7Sl7vOF/XleZrLquaz6vjjXDRpqx4n/XYq3ftiCs59dbPg+fpTfMF6Y23nR0jfWIeWgR9hk0a1HiJ9eo+iEATXHGSx8nCBe+yy3O2tRdlfB30s37JU7XRZXFZyq1kNsYigqff2Pd3+WnbyzfqJ6ymuSlx59nYWKVPO8xJ1XqmxxTm6V6nHpq8uwYN0e3P/JWtXrq6t5w/2ZmhJGrl2Nxxw0Vp/oG/p4lqyBrIu2hrxJv41WRlirkxZ6lXaL1u/F+yu26VIyuT02sIYD8MIF3dC9cR23q2KazfsMZCp1mQkvLMXNs3/C+S8uDfWBdu3w6BBT6Z3VlCl2h7Awk5QvzO+7j+D+/9WON8KkR0K6N6q1fLbyFjNXDjItzZsIf+PYLkWq52rJgt45pJIyOMa6cEWqeeDQcXmvN2kbb9ob6kP/OmLcCtu2PswBWIgCxeb3H6QcdAlp53tLzc4em7KdjznICq0JlpGFh57uWGqZoXd+5+fOPhbYqzBAv/DtxsjfsT4gmZXA8qpq1y0/w0jdtgBrz03aPQQZL1JYskdoOSj57rp3VqHH/XOZTdIrqqpx2WvLdJ1r5pax/abpQ+6d0k5I4o+WO1rOLnA9q9/MvOlUrNHTk4Po2zyP8Q2dQy67qpd58/st+Ob3v7Bq6wHX9hM6FmdHHVOzrLN7TFW69YFj5drvFA889/UGzXvkZ7PxpmA97rJuW092uwaSKZ7drSGTW9rhVuzZ/l3+LvivYM1gFx6ZbpuCxfN08n1LTdJOVEZo468ZQwzDKsA8oN9U3M1g/WGkg77WnOLKN1eolycq22SlYphqRpMBt5VLLy3aFPlbaSKl9VPd/AVq93aiaWUtBz0yYbZSD2nbXTOsBfIykw3F/mGGcLIv80xFC03Jb35v+VaR27FV+jw4j0k5FHNQmRMV0WN4NR+K8yVE2AJ6EpbY2WRm+5qm9aItfsPIVdfPGzVWu2O3fnm6YJEUtDM7m4246fYol+VarT5uzCeW/bkfne75EpdrJBaLVmpqN6ylmIOCtkv34GLdi/2RcD2mtQ5qKMmibRYvxxxcu/OQ7Ztn1dXAiUr5FORqtzbq6efnpaiVR+DGdM/vIUC8gj9nDDGAF7rkjOQgxnUpxqkdG7hdlQhaSqc5PxnJYquSkMTPvbUFHmQUe8hti5fDCq4AQtyuI0tOVFbhqzW7cOQEGwset2MOqmHGJemO0aXoVJKDc3uId9QLs1Px/S1DIrF/nLT41bpXtWBOasdipaqax/xfd2Pf0XLsPqygaFSo4q87D8kmvPHiokoZZ2Vcbp311dpdGPWkdiKtMNIaS7sw4Uczv+7IiUrM+7U2iZXeMqT1YO026GWsdpXf/u5ODL3iOrUKhKSgf5+XXTXX6skCHIcqieDnq8SCs3tIlavvi9+GrAE/+2WnoB7aIUOUXCNZTZnqpidF/m6sspGgFw9PV5jhhmGDoluxB8b52cu34f0V22y9Bw/joVsA4MOV29lXxqO4LwnG+qWkIKm1WBB0uwJECJYvoJGO/dGzOgIAPlrlTmcn7ZjdsGYUJyQxdn8vdJxqlFdW450ft6Bfi3polJuuy7UkXvDqhFOuWvd/shYvL/4TfZvXs1RO5DsT8dGcIic12tVYiwv7NsGFfZvIfueWlavwtkYTf7Dg9aV/4o4Pf1FNvCPX31VV8xj5+Dey5ytVWfdPcfRZOCvPzWTiZxrFblm96OUfTMVM8v5IZx3FxC8W1VN/y1iUOkGiQCHISq5c6Upd6r9b5meINnAA4J+ntVM83wueOEro7Z+VYjlbwYvN4sa+sdZmtWi+YLHP8WCTm+L1pZsxtkux7vPXbD+E1dsP4syuxbr6PLNyYPjd8PED8ZtbMcEGUrF6BYZvj3RCo4deTetqn+QAegwSXvpOOUaEeEHOoEI67uNlnl24Hrd9sBoDHl7AtNwGOalMyzOKHm8IrVfK1XwkBm/+5g9bAADfCjI5ahWh9r0TbsWmJxUWH4wX303ZxB/Cvxm1/Ycra3faP1sdsibZechYVuvKKuXKzF6+FW8s3Rx13CuKZVaYcYUzo4CRPnctObEq2ks27BPfz6F3xdcxen1adbtdiR/4dC02Mkykp4TTzf/B1D6Y1LsxbjqpDSoFk+nTOxehvspGi93GtFYW6Wb6Z1rQO4uwj7QqS7Hy6IzK/MlPfoMb3/0JnwssaVXLhzNjU1qSf+2wrMgSL/mv+XJiRaL9AykHXcKqNn7OT9sx/rklOPvZxTj72cU4/8Wllsp7aFwHlNR1XuEj7ZbDu69q3fVdH6/B+j1HNEvUlZCEF3c7XlQsWGHpxn3aJ5mgZX4mHjmzoy1l60GP1ZXdlllOIjdZtCKr8eQWaDdKfblWCwuvYyWpLxgMrm1Uhm7/8Bfc8v7P2KPkpqyFo++keRlvnp/JsB7KSCe90ufx2pI/Jecrn2snau7NWueGzjf/3AsZJUnQQkk0/TonSBImIbHhtXt24QaM+Y9+l3mz2NX+vZvJx6bqVJKDu05ti+zURGQJrNjvOqWtanleVoDr7nYZyYkonC6DMplvXLItjgkiOVcQ+ncuLXOkLpbizLGrhmnW7JDPxi2F5831L0bbJyPZv8rBP/eaz3TP6r39bZfSep+wC1IOeox5v+7Cmc8swp971Xdk/zPvDyzesBdLN+7D0o378I0gro0ZxWOj3HRMHdjc8HWsCXfUWh32/qNmXKPcwdXEFzbe/Iyu+s39WaMnsYqm5aCHJ/NSWNdVzgXKC5O6WELLitkLscDNStUxhtlrvYhp3bmeZ2pg4fzPT9aKPt/98RrMXr7VeL0UOOvZJczKCsNarFMTE1AnzXioAaMI6y10xffPKCFGuAHUlIHLuxyHjtvfD9jV/uN0uCtmpSRi1mVleP+K3sjWkEE3Yg7KzQtkQ4a4ONawUQ56YLC0GaHluZIo9Wiiz8PLr30WM3TKi5pcqRXx8uJNBiukHzfXVXYRD+9vrEHKQY8QfnUufOlH/LBpP66ftUr1/MqaleVVQ1pgQk9xEH4/vYZSVyy9rjBKv1HvBI2VskVPn+en5+EXjlfUuvsoPXPNdnfTrdjg+WaUFWpujkrllStkbnMbI7EW1XDSCkgzIYnQcpBhJ+HKRMyTMQfNYzZ+mC4LOZWi5WRG+jyvfSc0N2DRlPt0brJJf1VlFZt+Qs9PSEwIOJ5Vc+bk7pG/3YpZypIil8OAmMXOppfLRixH98Z10blhHe3yXJaTPg/Ow9odhyyVweot87obYAWj/ksPHYuzAQDjNJQ+QvFxW5asPD0n29YqPMyNZQeOaSdENMv9p7dnWt53Nw3GvOsGMC2TiH1IOegS0s63muex/cDfkc9ak/bwgqGsaS46FudIvmNRQ3dISdQnknosx/RO6s0spv2/XLCfzBT7TOk/0xFTRPpcG+emKZzpLeTEVk6WhQpS4/eILu/lRZvQ8rZP8dWaXabLtYOT2hXg5Qt7uF0Nw4gDjEcj7MJYLqbCYq+n+zO7BjG9ueLg4OTG+kpXu/Cyf4au9+jAInxsJyqrsMmCq5FROE7eypa1ElxYntDqzqOPRBNxcgl/EnL788cTsL2aGg9x24G/Mf3tlbLf6Q2xIgp1wej9YlEKa/m14ipplHcv743vbxmCDpJ1mhQdXsW+YMu+v6PCYcjigd+4dschvLxYvq5uKbiTggGmGXeLclLRNC+DWXlGCLehn3US8QopBz3C6m2H0PvBebrPD79scpufXt+1EyKtfmKCNctBtbLdwiv1cJp8leDdLFGa+EoPSwdI7z4Xfa5CV7y+3GAptWzb/3fUsWV/7gcAXP3WCtVynSY/K8VgjETvPlkhvF2Wg5av1y5h/zH7wzr01OlCpUSyhQl2MMBhRNt8lDWVj0umhNGx14/uNmu2G7dOsmKpH+A4WctB1i2nlPjFzwt1wjnstvbSI+8VVdWeCJci7dZ2HTqOdTv1xYGLNRITAqqJbMJobSb6ids+WO3q/fWODb86IJP/GNna8DV5Gck21MR54vWdjwVIOegSVtcE4cvldlW9EMvKLJGYgwZc8kTXy5SlRSwnJLF71/0/53ZW/O6IA/GIAOV3SSojXnq0Rh8L67p//fsexiVGYzpZscX7ZqV6I/iz8HfINYVdeiEnFE5jZnwnvqftdzROvxb1MLw0H32aG1PwAaH389nzu+HNS3rZULNapO1mRMHgBSWAHHLyZ2XDMhAAqhxWoooX6qEPftp0BWLDWsNP8zGv1FXW80DntawTiYTK4dHz/rkY8fjX2GzSYi8WZFkLUbZilxPG+XHTyqs0MuGx9OKkbhF3dD/z4crt2LDniO/GToKUg74l3HlzHKJGfpb9enaq/YHAhVjNqqZXGRY+7dedh/HjJisZfeO70+tUkqP43c5Dxx2pg9JERstlzy/uSoCzk0WvSbTRx1TWNBeTejfGfae3s6dCOqioqsZ/v9ukeo5dbn9GypKPcceuLk5wpkIspwDH4bmJ3TB9aEvDZZpVvLUqMJblODoLsDULufeWsUtWIq6De0IR4Dh0rYn5ZmdiEvGzELgV1/z5rSDpmxUGt67PpBzCW9g9n9CjsFGqg9NzHaWaLt5g7h3y2ZBkCpZTvHhoL7txcx7UuiALH07r614FGLJi8wHfzSkJUg76lojloOq3DO5j81ttds7CslYXvvSj4Wv8oleyu5qVVd7t9aWiK50ge/URysmWKZcl1cQH/kFOUTOgZZ7y+RyHu05tiwk9G9lZLVVeX/InjpyotZzV7EYZ9rNGipITq4c/X8esLk5gVCGnB515saK4fGBzS/e1KgbXzVqFP3azd+URWRQxL12dAMfhifGdcOmApnj/ij6O3FPuvVi2eb/i+c3y0jG5T2P7KmQC4XNi1b141VrVC7hs7MUEXuFvVlT62a3JZkTZii3K0sWvGF/TsGbmdxstl0HS4n/0xjslvAUpB13D2gujFnTez+9irbu0+nm63IpNTGRp8muMOulJbldBt1uxlzAqZayl0kzLLFdZHLMk2sIz+pyGdc0ll9l7xP5YeQCwRpI1kgewassBXPSy/KSdreVgjVW5DqmRO8PMAs5NNyQlxXl4sWVOr27ujUvREeeQZ7QEV/pdOw+eMF0mC6wqp6UEOKB+ZgpuPqkNGtdLN3Ufo8iFJ1G7340jW6NOmvtjIeEeXog5CLCbK1h5v1jH0403N1enQvIAwN/lVVHHWLT23R+vwZ7D7oxFTGTOehEEqB39CikHfQovsB2UTgZYvoz2uyOYK1+p84/l+IFeJDs10fUdcyVdxmNf/qZ6XazLx7MLN+BEZfTETw9yk/F9DinWpBz6u4JZWeVV5jM8G0GaQIXneYyZ8R2+Wmt/Jmgvr6PW7znKvEylZDVW8s2azuKs88JVWw7g5Ce+waL1e0XH5Z6d0edpx6aI0RKl/YfVhCROI7Li0Vl3K7X8v/GdccOIVhZKkMHD/UAs4sp0QrqRZrE4u8cOL49NbiPs555asN6Re/I88MI3G2wrX+g9YYaQS2r8Cs1TE7q4XQXr8DQU+RFLysEHH3wQHMfhmmuuiRw7fvw4pk6ditzcXGRkZGDcuHHYtcv+BVG8oW456B+3YrMo1cpqfY2uQzzaPBGcWFd1KM6x/yYqPPaVvBJw71F1ZVY8WIl+tHK74WuOlVeh+31zsekva4qcs7qX6DpPKyPsLJviqNmJHoWGHcHfwzy14A98+4eO+E4OK16MLBb0Vk0rHqeecm4cqayYufXkNvoqohMOHMY/vwRrdhzCHR/+IvqORWw/u4ckLVldtfUAuv7zK7z1/WZBnSwkJHFDOSj4W0/ded5AAjSZBhxWmo+pg5rjvF4NddbQGBQQ3n7sjzmopw4W7yGKg2teZsS20SR7enBjs5oHsNtG674KBpuxo//vWwY1MY6cRaXTFGRrZ7n2Ojx4z+oRCGVMKwd/+OEHPPvss+jQoYPo+PTp0/Hxxx9j1qxZWLhwIbZv346xY8darmisYTlbcVg5KPedtaIdRTogRhKtaFxXbTF2idVx2C/JLJyoZVpSggN3iS3U5EfuG7PidqKyGuv3HDF83V9HTuC+/601d9MaWubriwX3+kU9sfKOYZbu5RWqq3n8sfuIojWbEmw3dIB/faYvbiAzFzRG5ZghQdGtWN/1H03rgysksQKF7+fF/ZviHyNbm66fFB48jiksPLziglclGV+NlHn4eCX2HS3HTbN/tlwPAK6YZDWsm4bSwix0a1QHSQn6pslW5gRhBaiezZwNe46gUseim5QyznLzyez6iIPHoq3l9T5Pr01NWcQrjQfdwiX9myInLREX9mni2D15npe3NGfU3iyUg79sP6R9kg2Mf36JK/cV4rFX2RQUZtSfmFIOHjlyBBMmTMDzzz+POnXqRI4fPHgQL774Iv79739j8ODB6Nq1K2bOnIlFixZhyRL3X7RYRG5X3ariTEiWw9mKf9p6ENXVfJS7lZR3l2/FCpkYaML2SNQ5qbfC95v2uRZXwyvcf3p7t6ugiyhXN4+OvCwVz7OWbcWQRxdG30PHtdL2smuHORDgkCOI1yW16JSz3PLqs7v3kzUY+u+FeGXxn6Lj9TKSo861K8lDrCgF9C4Ilbr5sIxoiYqc5XOC5KK66frGQatiKbdQM/o8WSyk9x51Zkw7XqG9eFTSs9sp54EAhzlX9sWsy8oi/XFmSlDlCv11kevfw79Ra+r2/oqtGPzoQlz22jLd9/M7frE6aZaXways79arW32v3XEIG/YcwX6JdwQHztL8gZU1u+K1PI/yymp88/seT1hmeYn8rBQsu20Y7jil1LF7Llq/F/s0PGysUKEzYeGh48ZCxxyvqMI3v+/B8YrYliG/GKGowZNbsS8xpT2ZOnUqRo0ahaFDh4qOL1u2DBUVFaLjrVu3RsOGDbF48WLZsk6cOIFDhw6J/sUDVl+WiIUdZ28HkpGsNiG2jrTmd370C/71+Tq8uuRP2fPDfPLTDpz+1CLsOnRcdDxJEBDejEm20ZbcsOcoyh6Yq16mix28E/duXC8dpYVZtt8nXmD5xFZtOSB7XE//89Xa3fjrSK2S4Jb3GVkCGeTCvs7tpFtl5neb3K4C84QQrO/JGi23UzN9YILJdMWWx3WL14fKsN2x2ObyxSg9X72WyabvGxArWtSsR7NTkyy5FYd/o5Yi7PmvQxlAv1q7W8d99NWH8B5qsUcPHqvASU98g8GPLnTNqsoI0p/y4Ke/4vwXv8eVby43UEZ8CLOax8GZXYuZ3+/hz9fh09U7o46zam+9iv3bP1htqNzbPliN81/8HrcoWKfHirz4XzVY8yxi43HEFYZnwG+99RaWL1+OBx54IOq7nTt3IikpCTk5OaLj+fn52LkzugMCgAceeADZ2dmRfyUl+uJUxTvhHWa5uGks38Og1ITCAZ5ZqD8Yr1L20TYOKqu0snu6ufNt5ek1FWSG1MLkWtpRpI/BzYFX7d5O6JL1yuTZz8pv6jiJURddpzlRWY3/m/s7ft56UPEcucmqKC4TTZ5Mc1AjYY0Z6QlKZE4tPuk53Uvwv6v66S5bzZqCjVux9TK8hPT9n3NlX5zTvQSPntnR0XrUy1DORtyraV1LMWzDfb5dLlixJhOxjppyY/vBvyN/650rbDvwt/ZJUXWwgvzVPIBXFm8CoE/BTdTStVEd7ZM8hl4Z+tBgbOx3a+JQz16xzWCN/E+bwiyc3c0/ehIae/yJoSX9li1bcPXVV+P1119HSgqbQJk333wzDh48GPm3ZcsWJuXGOuHJg3xCEnb3Cdqs9WEZQFlUrsnyYsGMmxkGmsKXyT18VWV3KmtHdlkt/PYKbvzrKB798jec8h/lwNlafTJbt2Ln+XPfMSblTBvUXPskCQck8bnGdilCw7ppGNm20HQ9jCikHxzXAaUNWG1GWXNPBYC/K6pw2KCbVlTZHuocpb+zXVE2HhzXAfWznA3Wrhon1mKnFb5eKdM0z/O4/39rsWaHfksx1v3Ai99uxFML/mBcKiGH2azlHAd8YEFhYsdGtrBMsy6G8aZgaF4/2kXdz7Hbft15CDfMWoWt+9nME+IFuWGlQXYKHjqjQ/QXHoUHGQ76EUOan2XLlmH37t3o0qULgsEggsEgFi5ciCeffBLBYBD5+fkoLy/HgQMHRNft2rULBQUFsmUmJycjKytL9C8eYJWQBIhWG7Ac4BNdsBw0gvSn6v7lDv6seFA4yv3EIa3rO18RFfwyQMm9vkoidKxcf/ZXrXvEA2O7FLlyX/nFHi/7t1Wmvq7fXYuVEkjJfd0oF/RuHPlbb4tI341/n9UJC28YiNSaRElmut8o5aBDXbisGBgUjWlvrED7u74w3Td4Da8YDmu5r5txZbvppNZ497IyQRnyfPvHX3ju6w2Gy2dFeWU17p2zBj9sio7zbCceefSeYsXmA5G/5foLZrGBLYxJrOPpxtt05bphLaOOOeEqu+3A3zh6opLZ/DBczugnv8WsZVtx+Wv65yZWmb18KybN/N5wPEMvITc/U9pA8io8T9mK/Ygh5eCQIUPw888/Y+XKlZF/3bp1w4QJEyJ/JyYmYu7c2hhs69atw+bNm1FWVqZScvxhtaMPXy1rOWipZDFT+jZlWFo0XrJQiEWc0kvKKUDHdHZHEaMXV2VP5dZG3t/SOz7HezUuFkbw8y40YH7dcv/p7fH6RT1xcnv5zSq7uG7Wqqhjv+48bNnCS46Fv+3Rfa7X9i301Ed6jnx2b2s/TOpW7BRnPKPPjX+NjlhjG2yy+nV6nq+llGPF9cNDC3KlbKGdSnJUrzfTLpcNaIZujesKCpE/Ty5pwDe/q7/nos0H41UTl+WSeoYHsFygDPM6BYysWdVaWxj7VyukgpX72vHEpUoCaVZ0IkRKYkLUMaea6sVvNzIvMxx66dedteOWnb06zwPXvrMKC9btwVPz9Yep8hp2r++dgPSC/sSQcjAzMxPt2rUT/UtPT0dubi7atWuH7OxsTJkyBddeey3mz5+PZcuWYfLkySgrK0OvXr3s+g2+hJXloGzMQYYv48h2zi6irVJRGcp+aHY94bG1sqsYaQs/tFtUzEE/VFoHcoonLYwu9g4csy+jnZOkJCagT/N6SHIgk7ketBIvxRuiV1JBRKWvbUCgyHvs7Og4dGY2AaSWg252FXLNcMmrPzpaJ5bW70bnJ1cNacHs3mpMHdQc864bgNtHR2dHB4C8zGRcUNbI8n3UXNaNWIWc/+L3luuiF7c20sLzOb+Qlcomgd/eI9HWfzzP4782KG7sgFf8IFYQdrn3S1z3jvb8xS0lolubRHKvm1PWV4cYK5yFCOPtGvk1Vn77wb9jY+4axm/6dJ6PlfQw8QXzFdJjjz2G0aNHY9y4cejfvz8KCgowe/Zs1rfxPdb7+VABgUC0kkPuVfSqe7DlmIOSn3rRKz8CgCjLqh34R7HkTEXlY196a0jwyxBlpt2MXmP0Fk4+Sj0Sa/X9c8oaSYuKylDDuvWqWGmFyir2C3ehEqpKoVGkiqqT2tXGFkyUUfqaedRmE3HZE7Mr+tjW/doJBqxURa2vdFJUbzm5tabFHis4jkPTvAxVRWjd9GTF76p1rtpuG1WK+pnJuPXkaCVkRgob5RLgPwsTOfz2G1hl0L774zWyx++ZI3+cFSJ3YBsaX1rkwb8r8N5ybc+Hhz9fx74yOrh+RCvkZyVHrIqdQq4H0tu/WL43x/LZsymIpSz+tuswu8JcwGvrKi38pswkQlieiSxYsED0OSUlBTNmzMCMGTOsFk2oYNRy8K1LynDnR6tx5yltba6ZsygtYnYdUlcOKu2Ee0RnwAwrv8eItYgfm83dbMXKd5+/bg8KslNQmJ2quzzjyr44H7E9JrBuKa6t9A+3f7iaXUVkyMuQV8RIq5yeXOuCxUrpG2U56OLA4IUYQ8Jf72R1UpPYKctYUFmtrBDXuwhqXC8dS28ZIitTd4wuxbUyllRmZIDlc3LNrdh90TfEraPaYM5PO2wpW09T/LrTmuKDxXM+Vl6Jz1fvFJQpKN9E8ccrqizXySwNclKx5Gb5d9VO5MaxrNRER+7tlJW4kbsYFRslmft+4z6c9ay+0B1eQO5ReGE+YAQe/uvHCRssBwl92BpzUKboro3qYM6V/dBdGN/GA1gdhqjT8QZyEwqvPRuv1UeJJ+f+jrIH5omOab0nViZPeog5pbnXtIMOw0I5/Ob3WxjURIzwqVw/Qp+1hnAhxeqpJnhI4L3WbTm6OPFYp622YWOkXZQW4A1y5Muf/rbx0BEiPNaOevGLtX8YIxt6Xsds21/79iq8IHB/lo41Rku121pSDQ7ubAzJ3fLUjg0cr4dVyiur8criTbLfGZEDVmPOZwKltR+QTUjir0gLNW7F/urHCVIOuoaZvu7PvUdx///WYteh45EBV27YiqcXMX5+qbfRM30a08lbkxs3rYFY39put2InceKxeCUDahjX3Io9pASTkp2aJHtcWOVHzuwoVg7K/B5z2YrFUyM35WX97iOyx916dF7uO+zmrG7FuGxAM9nvKmxws7cCy8fE4plvP6DtCh99Y+v3jRWceO9Y3OOzX8QKmE17j9WWb6K8t39gvwmlF7f6WKlS6KK+TRB0KE4yB3av3dML1+OOD3+xXI6lEBlCV3mfdSjyCUnY/IacNGcsUQl/QspBH3HmM4vx3NcbcPlryyIuLBwnE3OQUf+XmWy/S4/VxSlr90i99fGL5ZFTtdTjzuc5q1V/PEJb8LJrQqeSOrbfw2vP3rtPwz2UJsHCvveMrsWiZymnxDPTV/doIu6r3IxRueOgvFLl6IlK1evsWgg5usDy2IsaTAjgppNay373GoPkQt76tWzZe8R4YgA/9ost8zPcrgITvDJFcNOK2615vvQnOxm3bc2OQ9on6WTphn2K3xlzK/Ze7EIn8NjwZ4pqnvdduxOkHHQNMy/L7sOhOHrLNx8QKMVk3Dkt1EuEDzomr/Q5P209gNOf+g4/blIeDGMaG3e4CG2Eu/N6MPpknJicLrxhIP47qRv6tqhn+728ptx3evL01IL1mPjf7z1n7aRrMiw5R3gNC0vIehnJGF6ab7xeNnHgmHz2yCe++l13GUs37MXpT31nug6i329CVmcv34a3vt+s69yRbQuM38ADHDqurqx1HEGn4oWROGBiteHlTSwl6qbLWzxbxYn5lN13MLWZ762h2hGkP9nJ9+Cb3//CD4zWMawSW/F8yCV43NOLsGWf9lzXh92G4zSpl+7IfXienocfIeWgS9gbc9Bc2dKy3BqTjbhwme10WC/2xj+3BCs2H8AZz3gr2K1Ti1pZ93aZZ3Nm12Lb66LEsXLx4s3dhCRsufadlYbOP1FhTCnkRAKTRrnpGNw6X/tEBphZqIYJes0n2QQPf74OX/+2Bx+t3O52VZRREDlp6wsVvbKWgwYf18ntCxDQmZDkumH2Z7F89IvfZI/vPHRc9TrhK3t2zfikG5XX3WxPcNPsn3Wd98T4Tibv4H+86ub/uAFFtFICCTPWt35cVF5a43ZekJXick2MI3bBtP8eenBzuHXNrVhyYznl4JWDmwMAGtZNY37/577ewKQcVu9v7wfn4bLXlmHZn/tx0+yfDF1b5cdOpAY7N7FzbdrEkMIDKPfYJjShDSkH/UokW3F0B2K2KxzZthBpSQnaJ9qMsQmyNzr+o+XuZVRTw8rgYuRKvYlx/nVGByy6abDpOlnh41X2ZBE0A+uEIEZdtt5bvtXQ+U66tTiD+feiTWEWw3qEcMvK1s1MkHJkpSSiaV46GuemoZ5CtmIpwsWj3HvCwiVYqYRpNQs0O1GaWGuNk1YkKnwtz/PYul9sqWH3Wis56P4cxC1YKiNYPqZnFq7Xdd7rS/9E69s/w8erojcdpBnA9fDQZ78avsZtBrWqj6W3DMH/nduZabm7Dp1gWp4WXtGpOBHSYXDr+rLH3dJLRrsVRz+Ma4e1xJKbh2BK3yYO1YotRtp239Ha+a2SJb0S7y4zNtf1EnKiz05h6Ix0HzleiT2Hne27COuQctAltAbePYdP4JftB5Wvr/mv3MBpdlDPTkvEqjuHRz47sYstv5jTf71XJjDxjp4JXCg+JufajnqVRMPlUSMNT+KE5aARslKsBVO28uzZLuBD7UoJSUIEAhy+nD4Ac68bGGW9FybKwl2UrTj6mhb1jcUAk7urUjNJ28+Ox+jGIwrL45nPLEbfh+Zj2hsrar+z7PXgrb7EKpcOaOp2FTQx078cOl6BZX/uN9T33/r+agDAlW+uiPrOjJLnl+3s4p85SX5WCpKDflxe2ftuvvOj8eQiTigHkxSSfRzWiOtqF9FuxTLncBwKsr1tneqVnn7VlgOu3duK9FqV/P+obFA4Na/4bv1fztyIYIofR6+YQKvTPHS8EqOe/Ba/7zosf304WzHjFzzRoYxYanglCLAaH6zYZl9FbOJZnbv/YYy0h13nsiR6UeqeYoS1MmibmUyQBvDKJO+hce3Rt3k9ywvyGPAMjlkSApyqlVHL/EzRZ61HqaRkNIKbMSrN9hVWFPo8ePy26zB+/HO/6TLihZtPasOsLJZSZnWMGfXkNxj39CL87+ed2ifrIN763PZF2arfS5MeeQ0zSnyl5Elhftsln3ldDSfERum3rmWYnMMIUZtOKi+zl98r6YY8C8z0a2NmfIclG/a6sslt5Y5W10qjOzRQ/E4oN41z2bumh6ms8srqgTCC+5qgOEVvJ6U0Oa9NR8IxV7aEsxR3a6Q/a2hRTqqpe8nW3YjloKm7WmedgtLWDdQsTFMSa1/xBz61z0VHbvEcrYoLneM1ayU38Jv1jNOB4S/pL6/8O7t7Q7x2UU9kWrUcdMjdnmDPjHO74PTORZhzZV8AEssSmx6OF7ssrSpZWZfxPPD9Rvmg9B4zIo4pvCRnW/aFFD1yLsJ6WLphr+izGbdiP6M2z3n0zI5459IyB2ujD6vv9q872c+LlZqxnwOJy05UuhMrLcqtWKUaCVYCKMcocvPrhb/tcaEmVokWflZjhHDe9PrFvUyVkZOmPQ83qiBOTIivccKrUK/iEnpfl0qFeEPhQdyOyeRHV/bFFQOb4eEzO+o6f3SHQrx1ibnORQ5HEpLoPMYCu7u631QUlcJgxWO7FNlWBz2Jcdxe+Ehlxe36+IlYUwh47dl7zW3by5TUTcNjZ3dCu7BlDuNnKbeo96JeQ0uGrSj01a70YwbZeES4QK6q5nHfJ2swd+0uw+VUmtQyn/3cEtz2wc/YrZE4Jx5pXZipfZILiF5tM4/dZNfw7y/W4cOV8t44SkrlZnnGwkWoodSluRWTN9qtWLlhYyFBmhPQsCVGOH+oNtnHP3GOdlxVo8rBICm7PQE9BZfQ21FVKJjk2ml51KReOm4c2Rp1dWQzun10Kf5zbheUmMyYJWfBYyTGiB8W1XbXUK0Jwl9dUNYI/z6rE8b3aKi7XCPWVXILaq89Ge84FcNw47jp1gg4rxA4fNzeWD+W4hjZoFl0qxvzQ/+phTNro+ibdChWdxt0G7MTfiAkF0pi7qTExN+y155f/P6KbXj+m42Y8vKPhq+tUjNb0uC1JZsx/Z2Vpq+PF7RckGOdJ+f9gavfWomLXv4BuyTKZCULTNbD8OmdozfPXVMORiUkUT433ixyzY4/fvPWAezdxBauKeqYyFw8tE191M/UThpXYXD8CJLloCcIul0BQp1KhRcrfFip83htyZ821ch+jHQN/uvu2XPtO6vwz0/Wyn4XzvJltyuvntLd7vK9pAjxTk304XTTvfn9Zmdv6DJ+kwcv4VaYgrYNorNWO/mehCb3yjesqqnMXR/9Yrhs1d9BwipLUU6q7bFfjSB8hkqx4EJKYPX3x6zlYJi1Ow5H1SfekbaFHbHZzCBUoJiqkcWu+Ku1uwGsxgsXdNMsknWikvtPb4/3JbHET1GJ2eYkanPXeFOmmJ7H8+4MXawTkpgV+1EdCvHJTztkC89IDmLOlX2RmBDAyU9+o6s/OqNrsa530Ogm5YkKd1z5CTFkOega+l4YpYlZeY27sdLE7rYPVpurlkFOaldg6XrZVO2GLAct3d70fdU4Vl4pcgd3Yujed7Rc9l808g1WlJOKf53RQXTMSHPIbl56zI1X+ipR7EP9OL2wG1aab2v5Zh/9sNJ8W97nctdiG/n/HWBtOCHXJPL3cKbthrSub+q68AbiS4s2mbpe6Z33owWGExTVMRd3WcjW/ccY1ESOaFktr6zGiMe/xmWvLgPP8zh8vEL2ym9+Z5NtkqRGGa+46r/z49bI325tpu48JFZkKw1RLC3meIjjc4fp3cz+uIZ6UJMPj4iOZZiGH1Aau3zWVnLzs5Rggqmynji7E16YqKx0b1eUjVYFmbrf+4RAQNfcS8n7UYlyhVBqhLOQctAl9HZSWue5YVF+00mtseaeEfjpruFoYDIRiRpG1qtmFyp2LopL7/gcI5/4xrby5bikf1N8Ob2/6J8w3qDWzy2qk4qcVPNJHuTdiiUxB123HfQOXrJi1IPTCoFeTXNtLd+s1cFz53dlWg+eD8nCf+b/wbRc/ff3lxzK4US/one8sGM8NjvGWoo5qBaqwv8iYwupieYWbUJYtq2wLDnx/WHTPvy26wg++2Unpr2xAu3v+gKrtyknN7NeH/cEpzA7xbV7A4jaeJXiFctBP8F6Ci/Xx3MurZCjLEvjQDx63D/X1vL92IRCiRzXpRjZqYm445RSU2UFEwJoVWA91mnj3DQ0zk1Dvxb1dM2LqG/zJ6QcdAm9r4vWhMoNhUtKMIC0pCCyLGYMBRgkBmFpOWjg3CsHN1f9/o/dR6xVxiD1M5PRIj9T9C8pWPt6h+VESZySEqx1BXJtl5GcqHjSaZ3cd9dwU1Xpt+HS6fHd7mdjtnyOY58d3k1lS3kMrDqcMH7U696Tm6Edg8coSko+LYV9lQXBWrPjkOIYduSEvfFA/cq9Y9pZLsOt+GGf/BxyN/vvtxttu4ebPY3b25Jam1F5OmJ3OY2p7oPBQ9Z7X5ZuxUr3ZO26bJa6OrLCOs24LsUY2sZeDw+iluuGt8SK24ehUW66q/V4akJXzLtuIFISE3RthiqFRtPDqjuHm76WsAYpB11C7wCotSjnOPtdwx6RZC22PX6dEbdiG+uhRpvC6HhTXkPYilpNmpjA6UpAo3gvmRuMaJuPUzvKKwHdHuAA992c9fDn3qN454ctlhb6VjleUeV4DEC7n41W+V0a5mBkW2shE/zAX0dOuF0FyzC3IJFRJciGv2B7W0WU5gBaXYIVS63LXlum6I589VsrTZcbyzTMNZeUTYiVzKMfrdqOX7bXWv4Jn/6ew+6/525ugrgdPkHp7q9f1BMDW+VpWhbGE3o3IhMceKZu5fqQ/rTpw1oqnutWmIdHz+ooig3pdfzoJSGUg4QAh4ABgXzjop5Rx1KTaq3blTaitFopMyUYqYce5flfR+TCW+kjznLteApSDrqE3o5KyzXIiXenef0M0WeWL6ysO6qBTtyt/t5rfZZcJy08FH5mSu2VEAiga6M6pu8vvX1qYgKCCQE8Ob5z7TmC7y8d0NT0vWIBvXI74OEFuPG9n1xd3D325W947usNjt7T7vdLa1KTFAzgmfO7IjO5NmfXf84NyTLruvlvyuothMo8Fs9GPg4ug4JNYnZRQ6F7/IdZJdaSDXtx1ZsrMOrJby3df9nm/fi/ub+LYiazw72ezqsbgX2a18NLk3uguI51xTJr3Hpa0f2d/MNjqziQ/7VuWQ5KmyAnzfzGfTwyW5JYJowditSCLPtCFojmNgZFsXfz6HiZ9TKSccvJrXHXKaXoVJIje53adOPcng1RIghXZYele5eGOZG/3d7UiWcoW7HH0VwXuOBS1anEvBJJD0a6b5advZF+yGt9lrxli3BgUa9wQiB0ziX9m1pWBF0/vCVGy2R5E9bBbFBdlrgZA9HOiffAVnlYsG4Ps/Lmr9vNrCzPoPPRj+pQiLd+2IJ2RVmyMk24j5H56cntC/C/n3eqniMf6kKfNaEdKLsVq0OxfvyH2bXWb7sORx0zo1T+c+8xPPrlb6hjwYtASvgnhbMWxyNemy/KcfBv+YQ0XsUJxYEfnlu8oadbk9tM/333ERQzSBrlFqwsZS/p3wwAUFFVjROV1egro0SU4x8jW+Pygc1Ex+x4P7IsxL4n2EHKQZdgGXPQyfHr3jFt0b44m1l5Vutu1nLQeqfmrVmDVkys8J9KylS5HSAjky/hmdMGt9A8J94nXXa6ODStl8FUOeiGda7dE/9qnYqTO09pix5N6mJgq9qMsbSb6S2Ez0Pr2dTRYYFhxHXHCZREVcurwI9uVFLi7VUz+8RYP+r1e9jFTA6HxLjyzRXMyjSK23Ikvb8XX81Hv1gn+myqjg62M0urvkSFmNtubSB7UDw8g1mDkAXr9mBCz4aMa6Pdt5Q2MB+CShhOyIiVXo8mdTXPSUwI4LIBzTTPC3Nmt+KoY3ZY1gpDaxgt3U4rzniD3IpdQne2Yo3vnZ70nNuzke33OHxcf8DzFxkG0DYyEXB7silFc0Fb8/WOg8cVvrb2g/QMEiJlpQca0K1YLaF72wdr3YYb8Q7tFo8jJ6p0nZealICxXYotxeNUg0dsKHHcRCjvTNyKZY5VyLhZOrVwVLQc1BAbN+OUEuYw+8hY9yEsiztwzH2LNK8klvAyW/Ydc7sKAORkT2lDm909lZSDHtsnIjyImojUz0y2FF+9fmYyUhMTkJOWiPRk/bZcM87tYvqeSsj1oScq2YefsNJXJyeSSosV1JIuoVcxoWUd4MSkR84CjV3h1i5f+Bs7Cykj6Kn260v/tL0eYbTqE17IfvP7X/LfWwy478e5t6tudzbemnUckA17jjItTw92Z+2cvXyr6Wt9KOqu8/jZnWwr28pGw00ntZYpMPpQpYt9hVlFjVe9io38HlLq6MPtR33w7wocr9C34eIGbkuRdCOhRX6GwpnuIe1HzWyeslBSS9c8ipmEGc4RUhSUCl7of+49TT0Lutt7QL/cPcLQ+VbjZ1v5vU43VVsLVoMAkJ4cxNc3DsL86wZGKbBHtJXPFN2nea4t2c/l3JqLcti7aQdEniDGrv2nxrtC6IeUg27BKlsxnFXMeGCs9AR6FqS3vr+65ly7ayN/k193Hlb7WkS4QxZO7rJS9e9U6fmNXpMdry6ereI1t0gznNapCE3rpeOCMnssle3Y8STkGd2hUJQlz060+piMlNo+7fKBzWTdauQsAuWyyCrd6+aTWiM/i93kXGuDUImq6mr8tPUAs3q4gf97MqMYe9arthyISh6yrmbct7KI/njVdt3nHvy7Ah3v/gI97vvK/A1jHGlfkZLofsxlrUz1RuVn75ETuPClHy3UqOa+Gp/DsLDcvn54SzTITsG1w1rJ38OlDkjY9uO7lzhyz1b5maauM2LRBgDd7/sKj36xTnYORl4U0eRlJsvGgH3mvK6iz2M6NcCv947Ea1OisxSzgJPRFiUF2auQAhaK7Ncij11F4hxSDroEqy7QicHLSGIL42V7CCMJSQwU68R4p9Or2ND1/xrXUff99ciFmwlA5HBzImKnS3MM6AaRnhzE3OsG4O4x3tsJZN3nxvp0eGibfNctMP55Wjt0a1QHVwxoHjmWqrBAl6vq4Nb1MaBlnih4t9IvunRAMyy5eYiV6oowa+E887tNOPU/3zGrB2Gd0kJ1SxKjQ9KYGd/hvv+tFR2bvXwrft15COtkkpToZe/Rct3nrtpyAABwyEA4GCfhOG+EMfEa3f4pVuZabaGu/7RHOaw0TzPjVizdtJk2uAW+u2kwCrLlY5W5JTfC3+zU2JmW7JzC+v/m/SF7vKLKf7Mht2REet+UYAJSEhNsq49TciiKIe2xNWM8QcpBn+PEyxOL8yqrP8lrbaIlB1odu5y1WcPcNJkzle6v4xyPtZmbbsXS+a6cZdKfe82587LKauY2tKCLDfIykx1TWCv1g+f1aoR3L++N7LREwbnyyNU1mBDAyxf2wPRhLfXVwwOy+9PWg25XwTIeaEZHMTMizfxuk2g82XP4BEY+/g2zOvkdtzcmCGNIlYFK74SZ5yp3jRf6ajW0qsdqGuuF90TPnFx6xkvfbcTGv/TNlckw0TxOSUesrF/8DikHXYJZJ+Xz92jLvr/drkIEu2LsOdHXaVoOaloWWqukkxOsehlskkN4ya1YLiD2K4vNxaz0+mTXC2SlGHOFEUK7mfp47vyumD60JXo3y8Wa7Yfcro5u1J6vG0mVPNRNOU68vWtm54UzF9UmZpu9Yhuj2sQGXpAgP4zJXqlilFuxwjthJq6aR36iIbRkp5rRRNYLHif3zFmjeY5UeXzXx2sw6JEFOu8QW6PpS5O7O3Yvp5THwnjjXumT4hFSDroEK7dCjrN/Aq1kcs+CcpkskH7Aa4sWbeWfOuH+2GwsNicnFqwGKbOxvFiwaa84M6Bcf2A2EzcNqNoU1dFvFRsFw/Z9cu7vWLjOnaRKdjO8bQGuHtoCHMdho0krWKMYkf2ujepYLkMvt48uxWNn6w/TIITiMPkPpUD0VuIpqeGlTVavITdfGNSKYlNpYaTf2bDnCMP76qtHUU4qmtc3ltjFD0pawJgKi1VWei+0zZvfb3a7Cr5iYKv6tpYvXNclJliXj/o6FPpesGAlSDnoGqzm+06Y4NbLSMa7l5Xhf1f1s/1evsFj/ZemslLLrbjm+9eWmLRW03MOI1mVc8E1g5vKwbU7xJZULKvihcHV7mzDVjm/l/lEJ0lmgh2pcNEr1oO4ex1XM4NL+ObGQZg5uTt6C+IHClGTXLNSPaVvE2SnJmqfKEM86QaHtpFkYPR2N8IcO2PRxi1ctBi1L8p2pSp+Q6+C8MKXfrCtDkoGBBwXSnZlBLuU827Cah7r8SlbBOoh5bFj7GiZn4n3r+iNOVf2RZDBvHdynyZoWFd9Y57x9JowCT0Gn+OUIqBb47ootZiW3esYchW2rxqmsGw5WNMTmF3Dqyn+CmssT8ua5porXAKLQQrwllsxy6p4YZLngSqoMr6H+QyALHZQ443TOxc5ch89T6akbhoGqey4q/Vlwu+MblJ4QWnvZfKzkjFjQme3q8EEs486nhTBTiH3msrFWLYTr775H6lkpX558Z8Y8fjXOF5RpVmO1BPCClKF5PEKJW8WzrAHj1/6YCP9gJJb8ZS+TXRZaoXx+oYu4Qx3n9o28jfHcejcsA7aqWymnNqxge6y9bx+CbGowfch9BRcQm/frzVIhDKxWa5O3GG1zbxggi9Eqz6aykOLv0ft8gU3DMTKO4aZihEjB6tJDKtYLUxgWBUvyKYHqqCKlTaSiw9JqNMyP9PW8ns1rYv8rGR0UXAVNoKaaPxdXrtQTksylt3R7MI0XhRG7YtykBwUt6lfFvNSlJQWWsqMOHnUjiLX5k6HhdEjxtOH6kt2xJKr3lwh+BRdyd92HcFXa3eplvHSd+bCnyih9x0IcMY3Qv3SnxixAlNSdBdmp+CbfwzCyxf20FeOT9rGCvN+3e3o/Zyci7OaJ1zQu7Gh8584p5Puczloy3alwFKY5truQS3vEqziCMVDh+4URiaMXmt1rfpo/bYcky5vespPDiYgJ41NEhGAnWWcm27FUli6BHihS/BaTE45njmvi+J3aqJBExbj2G2V8ObFvfDdPwYjJdGYwk4ONdn9QxBbKy3ZWFIbs++ll/opKZMMLiQAYwowr/ciSs/U6PEwTsSX3He03PZ7eAm5rsfpMTJVR7909dAWGNE2X/M8p9ESybs+1k4iwfJ+YTiOM/wcvTA3Yo2SVT7HcUgOJqBOmr65vRc2le1m16ETzMv0SrO5VQ8jcsNxxpSYWvNGr7R9LEKrHJdgNQUkS3B38FqnpGWJrSYn/VrUw+UDm1m6v5X2mD60Jcqa5qJLwxxd57NSzrhpONhZ8ltjLeagHxjZzli8ojBOu6TFAnbLJMdxzMINqD3e4aW1i/cfN+03VK4fFOZG6dO8Hvq1kI/dSBinDsNNNCW63PslXl28yfb7eAWOiw466FQXfsOIVji5fYHuxAFubjx5Zdqgd6M0wBlXaHnkJ2qSlaJ/sz4tKRgdqxW1Mq533LHyTuhRfjPDu3tlruKH+QUHDg2yUyOfR3UojLKY7t6kLkZ1KMR1w6Itqa+QrFNbF8R2qDM3IeWgzwlwfugSnMds8He9eE0BoyUF4epOLBMnYmicm4ZXp/REpoHJiBzJQfNdSZO8dLx5SS/01BGTsKRuKpIZTUTcTJLQvXFd0WeWNfGCZPoxsP7H0/pG/lZ7vb3QvkZhlcTHLH7Spzaql674ndAycffh47rKszpUePlNYmnpJtdOHhtmo1CqntHjYfq1qIcpfZvg4TM6WKiVNrd/+Au2HYiPDMfycuWMYE0d1BxPTeiKhACHlETtOdLeI/Fl1SmHbstBmLEc9HiHUkO7omxcPrAZ7ju9na7zZa1ja/6r1/LcSnJLJ5vVy+Ohm/ghVB/HQWSIMuPcLrhqSHPROQkchxnndsGVQ1pEXT+gpTjL/HPnd7WnogQpB12DUQ/nk7HOg8jEoYnlhCQ1J0gDFEsnS30VMnhqcfXQFmial46bT2pt6noAeOeHLarfty/KxpsX90ISo4QQjXLVs2bZifQXsFxkV3oplqLHmXNlX1w9pAV+vXck2hfHbgbL60e0cvX+rBT6dvLmxb1ww4hWGN1e2aJUmIxmSt8musq1mt36yzXqMb9iBQ97TxvHpF8xx3G4fXQpzuxmPmGSXm589yfb7+EF5Frcq/PmxRv2On7PrftDyUSUmuSX7Ydwy/s/Y89h9i6Zcuh3Kza+Se+nTap/jGyNCT0baZ8I+XYIezhU6WxQI4rTNy7qqfvceKZCIdO2PbAXbjtel1RJrGap3Bl5pYvrpGqfRJjCWNAcghmsLGv8shMWc3is2VnJQdCk4q1+ZgrmXTfQ0r33asRCumFEKxTXSWMWv6xNoXsm6dLnxXJd/MbSzQxLi23aFWXLZmJTm0/7sct1u8oZyUG0LsjErzsPu1wTZcqa5aKsmbr1clCwPa/XWjqmlF4O48d3DXD/fXMSr4u3XBgIN/xtvOrjc/Ery/Dp1f0Uv39m4XoAoXnF7/ed5JmYu1wMJyQxipzVWHiOKbfxPLh1/ajkHEbasnsTseeLk+3qRFxWVnzz+1+O3StWRFvtd0ifPOk/7MMbvXwcwrJ/o/eDDUaa0WsTTJ6cEgAAaCZJREFUPc2EJDqr62Wjs7BSMOgH+3kNpM+DZX8QL+5ibuGtN18fdicE0UN/iUuIHxG2o16jgPBGYCyO00a7reGPLcQSA9ZRXhtnpSgtTmLxWfsVDv7ss51i7Y5DAPTJ7PvLt9lcG/3KH67mf2H6NA9t7EwdpBw/W0uZsPCGgRjUyn/jlHxG7hBy49S4LsVRx4wo+KTneuH92nvEGctWKV7p6/9yyLLXKlrNJQ25pMWZXaNlmbCO/1fZMY4fY3fFA6wHhPLKahwrrzR9vaZbcU2XrDU58vKuXHhCcvXQ6FgUfsMj8wlCAa9M+AhvYUbHGt5w8XLWYSsY2b3/bdcRLFi3R+Fb/7TPDTVu+v8aJ44NeH6vkBvgdcPcdeOPdy7sU+vyH8pq636HrqcKHqimKoeOV9h+D729AMeJ2+u2UaX4Ynp/XD9c+d3Tat5GuenoUJyjswbeQU5uwuON3Ljzw6Z9UceM7Ll7UUz/M/8Pt6vgKl/YEH7Ejv5Iri+ulxEKd/XVtQNQXEc53JPcFOq2UaUAgIZ13QsTFYuQctAldK8TdJx3vMLJuAb+wO5JFuviez0wF6V3fI6/y6tMXa+166e0qJUedjTrmEHCVjvdG9fF9cOjM1n5Ca8vAgjCDAVZKYrfeXnjQS9mlAyZKaHoLZVV/v/9TuPVfnLqoOb46a7hGCexWrhnTFv8dNdw9FXI4OzRnxNzTOrdOPI3B+Cxszq5VRVDXC0ThN8pvGKlKx0mwooDKQGJ0jfAcWiZn6naR8eA04ks/xgZHet75ZYDAOSVg5XV0WtGI2Ob9NQsmxNAClEaRU9Uur8Ofu/yMqy+e4Tb1fAsHMehc8MctMrPFGXYXnTTYKy9ZySa18/QXdbTE7oAALLTErHmnhGYd90A5vWNZ2K0q/Q+LJcJG/46yrC0+EBuHDxuYHBhvRO9rybe3u+7zcXkYuVWfMcppSgtzMIjZ3Y0VQ87EYa6mTa4Bd69rMy9ylgkVmPfxArqMQe98ewa5aapKuPcQDVeTJzpxl6d0gOtCzLx8uQeAGIzURDPx6/CKyslekHMcZzs8drv7awREUbYzhwHtC/OFgWv96pHjpWMsW6w7M9oCzSr7Dx0PFJueWU1/lJwFzUTc3DjHu21kjclQ50SFaspGT2grCLYiOxJ50DPT+ym+1q78MKb07VRXWQku5PKoXVBpiv3NQIHIDEhgM+u6YfnJ9ZmGk4KBqISlWgxQOD+n5YURNAjsVBjBWpNF9h16DjeWPons/K80Cn6DbmFapWBxZuxOZz9T0hLYRGeDBRmqysTiuuk4X9X98MZHozjEBXnxGcTaSF21TwnTX0H9wUPTOL8jlek7tL+zfDhtD5uV0PEMRXLZ2nvOrw0X/a8WKFfizx8dk1/dCzJAaD9bhLR+LmPJ7xBWIaE7qb5md7aVAkjlzzFq2z66yjGPb3YlrLHPb0Y6/ccwUOf/ap4jlosyZmTuqNX0+jYZUd1eObEgoU7UDvnl7MclOtWrYheaYMszLmyr/kCDKD0eLw4VDTLS3fsXn4yODAT6iErRax09Yqlc6xCykEXOH3Gd5ivGHdHP+d0LwHgzU7R+1ibABhrcjaTDbVJi2bMwZrvx3QqYlIXN5AmIvGz3Nu16L1ioHIw7tB9bbltzOGHdgpw3lFUhjn4t/6YVB2Ko7NExzLdGtWxXMZH0/pgfI8SBrVhBbuFtNzwJrT2igW89r6ywOvKlHCbZwtcH0/r7Pw8qG/zkKu52gat3Lhzugt11YPdmefX7jiEt77frPg9x3GKytRBreubtmbzuDgbpkpOOShznl+US0pWv27VX01J5eTmVqzGNBYifPY+EVffQspBF9h+8DjT8kiDHo1Wi1j18LKrY1J7lqqujjrLj8pa6iPRkZqd66m6V6117JKfUBwe5+8rxe/zFNX6O/zODC/Nx+2jSzGqQ6HoeJvCLGcrooNGufqDSUs/T+jZ0IYaeQerC4XMlGBNsHwfddomeeOinrj/9Pbo0tC6QtVtejfLjfxtRQZO6diARXXijrDSoHG9WiseN7K3P3xGR9w4shXevby34jnHZSzbRkv6fbvQlzCFE/xtY2WgPUfnJJtj0vqYnYJ41eVci1en9JA9Lqe8l+uH/G6l7cXaO7lxYsetWIuEz0UsriDloI8Jv2j0wrmBvkZfve0g/jpSbnNdtCdCSgO/n0RHGstDz2TmvJ6NkOTBWBRe3OUk9OF0G3YozsaUvk1EE80XL+iGjiU5qu99dmoiZk7qjs+u6Wd/JWtonqccUHpIm/qiz9LF37kxrhy0Sljq4mG87928XszIA4sNqjppidRzG0C4UA6/L03qpeOVC3vgk6uccX+Ukp2WiCsGNkdRjrI1bLxnXBUiVaxI3QqlCUmirzd7X3PXuU2/Fnmiz+GmaVWgbxMx6COXdjmcVm7+d1I3fH5Nf9VznBCl7o1DG2hndWfvUcA6BqqV0vjI/9WU5W9x9TyGVs1PP/00OnTogKysLGRlZaGsrAyffvpp5Pvjx49j6tSpyM3NRUZGBsaNG4ddu9in144nKnRkOKR3xDhWJwB6O6bxzy/RURd9lVE7S66I64bVZvSNBRnJzxJnrdPzmxITAp60uLDreWgpHWlA9R9hJZowsPiQNtrx+gJcyL2qtc7Fgd30aS7O4Cq00JhzZV+0bRBfbsZmqfJQ1mOepz5FCxbKBo7j8NGq7dYLcolfth9kWt7LF/bQnZBMOCb2b5nn6X5GzlrOiferupo3fB+3X3sOGvMdmbZsUk87Bpx3eldrhPudopxUfHp1Pyy+eTA+uaovvr9liOyzTgxae6JOJcb0ivJ2cOt8tNJKAuJAXV++sAdmXVaGyYIM7azwWgxUYXOSoYO9GFIOFhcX48EHH8SyZcvw448/YvDgwRgzZgx++eUXAMD06dPx8ccfY9asWVi4cCG2b9+OsWPH2lLxeOG/323E/HW7Fb4NvRw0OTeO1fgMepv88PFKzXP0VkVNiXj0RPR9hG40SjJyz5h2+m5uA90b10FiAocBLfO0T0b0zqAe16CEgLVAy3YhN+he1LeJ5XI5DrjlpDYq33uwMTyIF1yzw4T7Kj19lvCdcONZa9VwlmBBL/w57Yq8u2BXgpX7Wd30JEPnf/vHX0zuywIe1pUEYYuVa4a21DjT/5htK7/32le+sYJpeRnJCejWODrhRBi/uobK4cQi+PSnF2HXIfmswG7B8+LxRDrf4zhJVmrp9TIyoCfuq1eUTyxpU5iFwuxUtG2QjfpZ8jEvkxKMZYuVUl4pkxbZBvw0hXVClNKSgujeuK4tijy/ZU8n2GFIOXjKKafg5JNPRosWLdCyZUvcd999yMjIwJIlS3Dw4EG8+OKL+Pe//43Bgweja9eumDlzJhYtWoQlS7StpwhlrqqZWAkDKgNCt2J6gY1i3XKQXZvrrYraeV//Hp3gRlhFOUXaUxO6RFnzOMk7l5Zh9d0jouRaL3piriUEAr4JtHzNMOuL4wDHoXPDHMXv/dES7sMivicrwnXRoxxcc8+IyN9efNZC16UYXIMZpiArBS9e0M3QxkAwwVtP1qoh452nlOLXe0eifRwkqNG0NPEheh7/CeaKA/3vQMB7UUUUufOU0uiDDrzuq7YcwLI/99t/IwNU8zyOCWIwntNDHGYgwHGqG79yc3ThPPjRMzvKXpeeZE1J5hVU20ZGqJKC1l4Up+LrGc1WfM3QFvZVRgOvJ2vSgvXaydK6WdKUPlnW+RbTvUFVVRXeeustHD16FGVlZVi2bBkqKiowdOjQyDmtW7dGw4YNsXixcrr7EydO4NChQ6J/BGE3VneWWfZLLAYQuR0e4QRArlNOtjgZsArHcUgOmp+IJQQ4nNWtWOMcby4O5AZdFht/erNWE87QRUVRqxc+Yjko9534s/B98vyz9vnEmQVLbhmCzg3rIEGHwi/ch6cmemvx+vVv4o0paWwwLTiOQ4rHfhNLhGLul42qWMJP7mdyGdz9U3u2HJUkZ8mU6VfUnq3cprNwHjyuq/zccXLfJujVtC7uGdNWb1U9iZqyT64bSrK46eT2cK7Ut9o9Xhr0bPcVrNdOVoa/xpKQAPHaLzqF4Uf/888/IyMjA8nJybjsssvw/vvvo7S0FDt37kRSUhJycnJE5+fn52Pnzp2K5T3wwAPIzs6O/CspYR9U0/covAXx9nIYUZ5o7lB4NFuxmtJSbfDNkJs4CS0HfbooaZAdcoGQmzQD2hP/0ITBe79dTpZZLBw5jSDdVhdKeZnJmDaouaUy4onZV/SxXEb4tZezHDSzydGkXjpmnNvFYq2sU1xXObMxoUyWSUtrO5Abk97RGQsujE+HJkehNhKjOb0TKWTtrQtLEmRW43XSjIUdsBNhU9rtsfThim2Se2u4Feuojp7cdBnJQbx1SRkmljXWUUvvopbtWa6pLFsOOqQKU7QcVDhfz7x6YlkjW4wlrIavcpvSQn3W/K9cKJ8pmwUfTeuDUR0K8dSELpJEUz7q2H2I4behVatWWLlyJZYuXYrLL78cF1xwAdasWWO6AjfffDMOHjwY+bdlyxbTZcUqh49XYsb8PxQtzOgdCWHEAs9ql21WyfLbrsOm66I2+MpNIIU19GDCXl28dUkZLu7XBM+d383U9QkBddcTt5Bz82bxHnMa5Vi9B88D149opXmeNDOt3/BizMEqtdm+gLBCfWAr+WegNJHrqiMeE0tO61SEqwY3x6tT7JtY+gYDA5LXNnr6tRCHpjA6NvrJsssMXRrlRP5ubyC2pjgWr3fb6Mm5v2ues+3A37bcu16GtuLMT4tIuXe7ef3oDPCjOhSqhg+JBX6UuDlLm0aardhPz9kJqlXmC3Lx6ax48QBA07xoOXUSpcevRyxa5GfqimFuFL/qBj+a1geXDmiK64brC3XUXxI3XsujywgdinMw49wuKKmbJloDe3FdF0sYVhkkJSWhefPm6Nq1Kx544AF07NgRTzzxBAoKClBeXo4DBw6Izt+1axcKCgoUy0tOTo5kPw7/I6J5+PN1OCRJbhGJOejhiSNLWPazlhOSmGzyEY9/HXWMxQAi93vEu6r2KKPspmFuGm4dVYqCbPkgylokBDhbBn2rBGXqxGLRH+DUewPrykF1Ye3aqA7uOqUU/zpDPp6PX1BrRaf72/Acf1hpKENxvYxklbOB967ojbtOKcVdp8q7RZXUTZNZaAFtCp2Nh5YQ4HDt8Fbo10JfQiKv4fTE34v9NQ8ejXLFFqBG6+nB7pkJc68bgHtPa4fJfZrg82v6477T2+EMBVdGOZ44p5N9lWPIis0HXLv3R9P6yo6loqyWPpIvOTc+OYuuxrlpuG2UcuIxJ3C7WTlO3HfoqU87D2eqZo3aGscOy0E9yV7sREk5rGf+P65LkS0hH/yqHOxQnIObT2qD9GRjIULC1M+UX69ZbeFqshx0DHNPXkB1dTVOnDiBrl27IjExEXPnzsW4ceMAAOvWrcPmzZtRVmbMzYQwBr0jISoFPUeKxkDnVqctd1+95vhqdR7cWs5KqFYwvGZtwgqttgsFrfbebw/KmHKycStWHzStKrYu6tdU9fsGOamY1Ed/cgWv4iWRCb/3E3o2QoPsVHTSsBgpzNZ+BtKfN6ZTkfkKCthx8Lj6fb3UsD4jbAnitSY8dkIcG8xo9bz2e1jRLC8DzWqsaVoVZBpORpLjIXdSr9IgJxWndmyA2RIXVCF+Eq+gjHYwUWau4AWlg9PvrfR2HMRzOz3zp3ZF2XhtSk80jIOQFqM7NlD+Uqap5ORMjq+uHSBfpMsdudLd9SgH05KCMTsOuYFiW1psZL+7afsJQ1sFN998M77++mts2rQJP//8M26++WYsWLAAEyZMQHZ2NqZMmYJrr70W8+fPx7JlyzB58mSUlZWhV69edtU/rgkv9OOlT1PqF8LWTPuOlkeO3T2mnXpZFuvCciBh0d91bhi9a6eVrdhrTOjZUPskCVoTGjmrAi+QKBP8mYVMBTiNLHUW73Fpf3nl4D9GtkZhdgr+MVLb5dgPeGmiGO7fEgIchpbmK1oODmqlbIE3sl3Ier+1goLieEWV7HGjrN2hP6GYh5rYFEzHAAPnym0suIlUMWO0XY5XsM5kGztMqcli7baVmNdolV/bj2lZPLmttDCCx15tT7H78AnR54CJmIMVVdXo26IeGubGvnJwQEtjFvlyc1I55NzcPYGiW7G+32V2jfSPka0BAOf3ahT1Xbwqs2xbb8Znc7qCoaFo9+7dmDhxIlq1aoUhQ4bghx9+wOeff45hw4YBAB577DGMHj0a48aNQ//+/VFQUIDZs2fbUnFC4Fbsn7mPJZT6m7DB4Be/1Ca+GaoR88xqhmA3XLmNVllYQ7kYI15zRx8kiZE2qkOh5TIDAW9aDp7cvjBKycNiEcPV/E/5e2vIyREAXD6wGRbdNBjFdWJ/0u1WzEE5hM/6yfGdFc8rrpOGlXcMw5wr+4auk/yGuWt3e64/IMSEpSDRQxse8qJprH6frVZOWBfv3DaqDZbdNhSndWZj2RsL/HzXcJG7m1A5mJuehGZ56WhYNw23jy5FUjCAh8Z1cKOaptA7V+GhPB+00yrOqDKOJS9+u1FSGfGcSavt6mUkoZ2BmJ9+RhrqQYpcWynNP3PSvJMASw2l+Yterymz64ST2xdi2W1DZbNbx6luULHNrbsVx2mDuoAht+IXX3xR9fuUlBTMmDEDM2bMsFQpwhjx8r4kBQN4+ryuuOfjNdj419HI8WqeRwI4tC6sjVeppWiJNctBOcQTJ3vuYScsrP4ykoOe/O2ZKYlYcvNgNL/1U6blSjP4SVFS7rG5twcb2iRq76TzykHl7/KzkjG0TT6SgwFkpqhP4sVuipIfYeA3dWtUB7sPn8C0Qc1x43s/6b9Qgt/FxWq//fAZBpUWNfcL6rTwcAKlJshIDuLIiUqFbwm9cByHXI0Yo/GGtJ8Teg+8dUkvNM3LQEKAw5S+TXBBWSPPWdqqIedWrITSuzf/+oFodsv/2FTIw2jFV5by5fQBul1n/U79TPU+Q2+73TG6FP1a1MOwx6JjpXsNJYMPvY/cihGBUh/tVAZnr2HXOiNedB1eID56yhjFO0sEZ0hMCGBQq/qYf/1A0fHwbkK442hSL127MIudDFuXMp0xBw1WWlhFP8QcrKgSu5fpqbFai5zcvgDDS/M9q4SwY9GipaDzaFMQKqgrKjm8cEE3zJjQxdI9jMhFz6Z18fWNg9C7ea6t94l1zuxWEvlbjyV7eJzzvrKDx8ntlZPQSfFq/0z4A6HlYHlVtcilzfvvihipbjBPQ8kjh50hZHYePI73lm1FeWW165bmHIC9R2pdjbUUEnZujHqFVy7sgb7N6+HfZ3UyfK1c6yQGA2iR72yiMrMojaB7JO7oQgqzUyIeF3aIR7wqs5T6IKtjPVkOOoflhCSE+8TL69K7mfxiNNxfVNWY2Ojp5C1nK2Y4MdJbFcNuxYIqyk2M6md5yyLheKUksL2OkUStTZ6a0BUAm0QffkEah0eK0ncdirPx09aD9lTKh6i/a87Kkx0TIqkcGHlFwtWxainqd0vTQpMZ1M0SlgKW/Vn7omz8vI39e29EZH0uBoRJLhvQDM8sXG+5HKH4ZCb7wwVSCemi+rIBzWTP43l3FA/Pfr0BALDtwN9o77KLLsdxIg8i6kaA/i3z0F9HrMHGudEGFHL9MMs2Hdm2AJ/9Yl8IiWoFF4sNAhmR8tLkHpFEUXaMQ2peH7FMvsLa0uq6OV7b0w38ta0Wg3TRyDypRnhxFS/KdKXYMeHFc/i/TiTfsGtBY+ZZKu0uixKSCD78d1I33DumLdo28Fb8lSb1rAc6lou343clhBE4TmsAVtrRi5820oOalW4sNJX0JwQ4TvfvCreM3OlnC6zhYpWXL+yBO08pRbfGdR29b0Qpq/B9p5IcQ+VdNaQFXrigm8U6yb8nRoaxeNq8IUJ8NK0Ps35UuGD0e6IJ6dzVamxsu1iwbrfr2jgO4n6G+hH9DG+br+s8lm1aUjeVSTlGxxy132C/yHjz/bWb1gVZ2ieZwKv9YSxCykGX8UMWWa8gjplVS3hyWGs5aM3iTA8sn5reqiid9/G0vrLHhUoiobvK4Nb5OL+ssc67Okenkhz0a1Ev8ll/aO5amuZF74j2F5TpdaxOVgIcF+WaJP5e4b7WbhtzeGkOYofloLREI8+/1nIw+ru6GfJ9dCwxoGUeJvdp4vh9wwprpT7CqJRcO6wl8rPYWz+6ZdUU6yhZY/iRDsU5SNbIMqyXWIrrpTf8SzDAobEBRejg1uoJ+szwzzlrmJdpFOFcX6vpSHeojlz7sFqetqifYbvVl9KYo/Yb8jPttf6P13HQNuMZe4olZCDloMuwUA7G0uTIDIePV+Dw8QocrQmArqdNLbsVM+z99O6GyJ33xDmdUKDk3iZ0K/bJzGhUe0GGYh1VljaJXFP2bu4j5SCTMtR2SuW/oz0K9pzWqYGl61vUD1nSntrRWjl6MNI/RJRUMnIWfn+VrAR80g15knDfpvisXFiJdG9c17LigayW45MkVsrBGJr+6n0XEgIc6utU7M+7bgCayWyaWuHAsQqs36PsrukUKYkJkb+15CBNcG68I9dWcuP5sfKq6BMZ3hOQ39A3g9KaTmm8fGhce2SbzMSs5O4vJYa6JkMIZamzwDuSYg76B1IOuoyR7GRSwi9avL8vZQ/MQ/u7vsDlry8HoE85aLXJWCpTrFgOjulUpHi+KCGJT7Q/wtiIeuJTRCkHWVfIYawqcbXcQ5W+ogW6GDU50ttSlw3UN4FU4uMr++LrGwY5477KAUs37DN2iUxDtCvKxjc3DsKX0wcwqlh8oGcMj7hzM7IcZEGDnFSMbBudfMTIhqVPhibXibV5XnKQjbLm3B4NAdhjHec2Ss88aOClyUgOYnyPhkw3Ziqqq7VPcoBxXWrnv2p9TrdGdXyXnMZOslL1KcWkMvPQuPam7sdD+fl0LqljqCyjFohKiWjaFOp3fc1KEadn+MfIVrqui1c3WKHcPHNe19rjFsvtW2PoYeTZEeag3tJl4n1NfvvoUtnjQ9uIJ3rn9WqoqzyOAwa20p4kWu2zWSrb7Bo/hIomv1gOGq2ncMLxwNj2ioNx8/rW4xn6AY5TXzgkKkyQhZfofddiGbVJne7YfBbf65TEBNtiaEnrxgFYt+uwzotrr5GjpG6ayKKDYESk3eVb3ivrEB4GE5LYVhPCy7ByK25cLx2r7x6BFy3Gz/QCSm7FRTliS+yEBP1vTSDAoWleBn6+a4SlunkNjoPIa0atz6mTHvvhLowgt36RdysOHVx//8n44dahOLu7+bmh0vMxujTZeei47HFly0GF+xoYeaThN/RupntkSHYcuwxTctKSsOaeEZhzpXwoLYIdpBx0GSsWOywz5rqF0iK8e+O6qK+QaEPKHaNLse6fI0P/7j0J1w5rqefOBmoZDVNlmxPZin2iHBTqrvRUWdgm43soT1yeOa+LhVr5hwDHoUk9ZTeNNoWZsseF/dA/TzO3OxxLsIjF5hVljR6MjEORnyW5JJUUgqbRE6sxvPjxXFduMdYXWS3HJ6yUg0DIOi4W5Cg7LRFju0R7g3x1rdgSu65C/G056mWE5tEZyUGNM/XjlbWHcF7ro+HWN4T1OgkBTjHxoZAnzumk+J3SWk9Nd/TwGfJJKOVQUg4qKdyzUvW/D2a7FqUMyrGOsC9m3VOkJQV94wnnZ0g56DIsRDwWOyAe+uNdJCcGkBxMQHIwQXccG8sJSZjqBmsr88riP3H4eIXSiYYQTuD80pkGLA4qSs/VT4oaK3BQX2xbiTlYLw6STbx8YQ8ML83Hnae0VTxH78LI27FgxXUz0j0oTfL19IlZKeZi/MQ6k3s3EcdblaEyknBL/nu35E2uOkIZ0XKB9MnQRDCmQQ6b7KWxxr/P6hT5O/xOpyaJN17GdS12skqeRTjmqK2DWMW1i2Xk5oZGFe5qYY6Uno7afCpowEI2I1l+bqH0G6KsAdVidQu+KzXg0urlGaCdKIlNDOzfxA2kHHQZKy9L+NqjDIPGOo2aMqevzkQSZqzirHbadrkVv7d8K259f7Wu67QWXcJm8Uu4FeGz/GX7Ic3zY23wVRPlQqXEM6Lrzcllq3x5i0IhI9tFxxaLNQa0zMNzE7vp2iXXwssK6Si3YiOWgwrurXpKaFwvHTef1Br/GqffIiAW6dlEHEcyNSkBMybos25m7Vb8+kU9cVHfJuYuRrTs8Ly4X9YeK2nF4BeMxLrTonezXGZlxSpy7/TYzkWR8CBS75qndfYhsUByMEEUJkXOMnLWZWWY3KcxrhrcwsmqxQyslDk8zyta9rUtylL0+slN1z8Pa1JPPgRLS4W5rZHQJ0bboUHNXL1fC/8kQ2SJYmxzGut9g09UBrGLlVclfG2nkhwGNXEHJWsHHjweGFvr3qjWqZiZr1rNemSnm+5Xa3fJHpe2lVL8uDDCGvrF5UbYrpv3HdM8X7rA8La1ljX0yJyZx/zImR0pwK8BfPIqGcLIT1JKjDFcJjGFHJcOaIazupcYuGPssPCGgbjl5Nb476Tupstgnay4T/N6uE0h9q+u+kjrAV5UF61+Kxbfp1hF6t5qBb/MSdykQ3FO1DFhgoXZV/QWKVa6NFJP7vD8RDZxGb0wz0pNCikHn5/YDTPO7SIbV7B747q485S2SGfoUh2ryL2NLJU5coadF/ZpgnN7NJRV7D05vrMopqQW/3jvZ9njQ0ujY9DLbYZVVCkn2THaV717eW/cfFJrPDA2PjdBhc/aL15rhBhSDsYAI9rmu10F5vC8OIiwagZWFyaZdoYcVCpauvjT3MUXWg76ZCIu/El6anxapyI8PaELvrtpMAAVS1TJ5+6N1SfRXkSPi4UZpfUZOl2UaNcvhN5WMKOsCcs/y3hcejDTh0pl7dIBTVlVJ2ZplJuOS/o307VYvfe0drLHlZ6VEXF7/OxOBs5WR646IstBDdmitYM+3FfHhCx/rTKqg7r7PAHMu24AXpjYDWUy1pX7jpZH/i6uk4bLBzSLfNZ6lXpILJb9hLAbEboJDyvNJ5ligJ1LhHN7NooKR3LDiFa445RSBBMCsorDUzs2YDLjDAai51Iny8jLpN6NFcuoVFEcytEgJxWXDmiGbJ1ZoWMBsfzwguM0wPsRUg66jKWEJFxtGZ0b5rCpkMOwcL0z5VZs8b4sXQb1pruXnhXQciv2YcxBo48yEOBwUvvCSDY/PRah711ehlcu7Gmmeq6iR8Hrj6ccOwxprZwZPbyAOdNAfKguDetgzpV9seTmIZbrpkbUhoShmIOh/0q7lJQgJSRhRXGd1IhrkhQWc+2T2rMLESCtD8+LxzStzKq06RBfjLeQ8TReaJqXgaGl8pv+837dLfosev80XiU/xydX0D0QNmJmrBnQMi/q2OTejaPWTMMF8q00b2cx1snNm+WOXTGouWIZv+8+wrROscjDZ3QEAIzvUSJ61glGLT4IT0DKQZdh9a5s3qvtgulFlMZ4vQozwFw8PatuxVavF5dl7jothZ9wEPPLgFZamF37gWGdm9RLR/3MZLTMz0DXRnWjAnx7hRnnKscM0vMMZTZJbeGqwbUTqQfHxld2Y+GGTpqCBdjoDoUR67B/ndEBX0zvH/lu8c2DVcoG2hVly7pI2QkHoL/MpF6OsEuZdGPLLxsQfiDAcYobUMqW5foHEpYKObmyhDU5cEwhwVb4ehIbXXg5hqkRqJuwD633Ojs1EY1z5WOzGeGgxjttB2SBZC9ysmOmxS/uF+1BEAgoj2eAmoGH9WcuNyeWu11CgIvbGIEsOKNrMRbfPBj3n95eNP5Tf+9PSDnoY4SD5V6Bq4GfYJFd1s74f07cU7qo06swNeBV7JuFe0pibZdkpsZKcpOYEMB3Nw3Gp1f3lz/BI6jFbdMVc7Cm1Z45r2vUd69c2CPq2GNnh3b7jK47rx3eCuv+ORLr/jkS5ygEk44HlJ5IlsCdhOM4tMzPjLRXYbb3snQGOE73JC4c+F16vl/6GD9QUjdVObujoJm9kIBAdqPF4+O3HzGi/PU09LiZYmQTOBDgmMSNPHS80vS1SQ6HzCD0ISc7ZrpmpWukBhXC887tKT+HZGI5KDMvUVKiv3JhD82QG7HSDdtBYXYqOI4TPWvh+E5dv3+gXtplLGUrZlcN11AKbFw3Q2w5o/ZbzewoWu3g87P0B8rVQm9VpOf9dURdISxsF7/EHLQq1MV1lHfFExMCvlZg6HmE4XNGtisQ7YK+eXEvWcuwQa1CbrF10ozHRkkOJiA5zl1JlZNDRL/VetrLKRfL6GzF2tc8MLY9yprm4uL+IcsA6bvEMpNpvPLUhC7o3rgOHjmzo+I5wsn2Se1rYycZGdNYDgdDWtfH0Da1LmKhbMW1lUnTsNJmOZbGMiy9FdyE3MjtQ0/LBhMCqvHV7KRbozqYdWmZqWtJapyH5buq1ntlpcjPP1ncXW7zSWn84zguKtGjNOmhX5ZSbqLkVkzWv/6BlIOuE98vi9J898yu+rNZmlF8eSHbWhi7Jv3CZtGKT+gVrFqR3DqqDU7r1ABvXOS/mIJa6JmoCdtPqKxJVIj7FR6sh5cWYELPhnj4DOXsajSuR6PUJNXG4ldrF2gzHICm9TIUv08KBjC+R0O8eUmvyERe+q76WfHuFU5uX4hZl/VGYXaqoqWYUh9pZByRK+HVKT1weuci3WWECSYE8MIFtVlQs1KDonG9fwt1d/WL+jUxfM94pMrleHHN8qwnIwFoHLETvYtvvUnIWJBZY2k+sFUe3r28NzqW5JgqR/jTvDN7jx3sfi2jxycdnjAeSDZ51ZAWjtfB7wgfNXkG+BPK7+4ylt6bGH7njLgemFmTemkTXu+c32idhc3ilw7aaj3rpifh8XM6M6qNtzBiOQiIlTVKipvw4UCAw32nx1fsQLPoeQ5e2nzQA8dxOLt7Cf773UbZ7z+9up/MNeLPclkBCfMYlaBj5VWW7tevRR76tcjD+yu2mbr+iXM64dDfFSiukya2HNBISJKaGN/Wx3pxe87y4gXdmZTjl7mIV0mSWDYJFSh6W9bJjZwPp/XB2z9uwSUysehSExPwd4W+fiv0O0MvQcy42HsI2dfSjFux0hcmvBVYSKlRd2npVyRqxhG7Fdcep57fP9BsnnAVvYO82g5Sq4JME/c1fIlt6M9WbKzSIkWRTybkwlpaiWvjF8I7+MMUMhMaRbjwElsRynf1RhZq/pAg+xFacCr1S35LCsnzvOqCsVletFVhlOWghhKIYIO03bs2qgMAOK1zA91l2GGRMaZTEc4vaxx1XMvdnJRF+nCzSzmlYwM0rueO5eDzE7tpnxRH3Da6jeJ3etvWSeVg07wM3HxSG+RmJEeO9WkectU8u7t+DyHqJZzHVJsrXDSglb6EZ6KiGDx0+UQrygXTcMQW0eYFta1vIMtBl/lp6wHT18ZC7BYWSrqmMgtXLbwUv0daFcWqGa6yQFHkk22AeFso/vO0dhjRtiAyWVbjuI4ddmHrCRcAQUW3Ys0iCRWUms9s9+LU45BuNPAACrONxX6TvqsUc5AtitmKJc08c3J3LN2wDwNa5mHG/PW6yrb7SQnlS3NjisRGF27OWVg+IrWyCrNTsOPgcdExVhtnsUI4IZQcetcEdisHA5z6Btmz53fD4vV70b9lPby0aJOuMs/v1QgvfCtv2U6wwF6ZOLVjA6zfcxRPzv1d991YrHFZJVoJI+2fiGhK6lrPiE64i09UBrGLVVcgv2N1uqs2UbLzvixxJOagT7RAXJz1SCmJCRhWmo+0JG053rT3mOY5oiQ0QuWgoluxP+TCsyg0n9fdnuQ2JNKTg1h002DdZVC2YruRlyFpK2elJGJYab6nsoCKYg5pWg7aXJkYwVXlIMNnZMSlj4hGtZ/V2YDFdVLZVEYBrbEgIzmIYaX5hhKajXMwTmI8Iq9EY/dGchyHQQatB9lYDkajPu8VfyfdSN13VD0RJAFkpybi238Mwo+3DXW7KoRJvDObJAwTC+t6ufmukcDX6cnm4hWd3L4Q+VnJ2ic6gHSHVTEDqsFylazIvAwpq6yhFHNQmoFN7nxCH8I2U9rZ9rZqMJrwBLhBjv5Fo3Th4JfQBX6HyYLJ5kclHNO05IIyGOojXccGkl2wfUJqLn3y3w0n68EIanMkva+SmlLurlNKjVYJAHBap9qwBnbMN4VrBb+Nr37hgrJGlsuQzomaCtZzYhdTZ/p9ufuoblDQcMSE4jppqJchXmNT2/oHUg66jJV3JRbeM+muTNsGWZh73UDN616Y2A3N8tLxwkRzQbIzkoNYdNMQU9eyRnfMQaMJSRTiz3kZf9TSXto2yGJSjjDOYKNceTN/v8iFV8nNSJI97qWwBXJIa8eiun7JiO4XUhWUQSzeWScVclqxKEls9PHfSd1FC22/Ykb06qbL97PxiN0bvUGFjUQthEMIbRT5jwDH4e4x7TC4df3IMTNPMTVJrHiuFuwUqSWneOOinibupo3cbyDpJAh1SDnoMvG+ay5dlOq1cBpamo+51w1E++Js0/e2Osl6+cIessdvHNnKUDlOJC8gy0H/cGGfJqavFb5PJXVrrcCE/UyXhjm1xw2UHe99VZjF6/dG/p46qDkGt66PJ87pJDrHdwlJ3K4AEUW/5vUwppNMkhFfvIb6Yw7GQuxkJ+hYkoN51w3EpgdHWS5rfA/9iSAAxu6FKt8pbarcMKIVBrbKwzPndWFWD78incqxfHuuH94Sf+w+YrkcI/Ki91SjCfkIY4TlSvg4zLz2HYuzcabABbx5/dqY8Grz+97N60Uds8tKnkIbuENxHYpF6BdIOegyVjq/WFirS4d7p3VYrQWZjk/vXGTo2gEt5eNnGF3sSC0Hlax4pJOjzgIljxxK6eS9TCzItFWsWJ0JZenS/s1wXq+GeHWKWIk9tkvtxI2UscZZs+NQ5O/s1ET8d1J3jOkk7ju8HnNQitnqsnBDIuQJBDg8cU7nqOMt6mfKnG0PMyeZs8wXypPWxhR1Qc7TMt+YDDFNSKLywJWC/edmJOOlyT0wsl0hw5r4EyNj9r2ntTNc/iqTSRIrq8wNIn1llEJa+Gx49QWsEndwHIeHz+yIj6f1xTndS3D/2Pay5+mRYxabEhzHoXczacI/A6ENSNYs8+DY9rhycHN0a1TH7aoQOiHlYIxwcvsCxe8ePbOjgzUxiGSUd9o66akJtTvRZpObSDH6E/SOPdIJUYnGLoyRoPCEd9A78Z173YCoY0KLtdSkBPzztPbo10KsxBYqrmhhbg9az1DJ6tip5xGtvDQ3Az5eUW29MoQhxnYuws0ntcZ7l/eO+q5749Dku5VB5Y8cJXVTMUjgYmYWrSzW1Ac5j9Em79Gkrmv3JsTo8QJ5+cIeuHdMW5zfy9jmDcdxpjcMP/l5h6nrCG/A2oK7fXE2HhzXAfUzUyLHhLKlR8xY1eji/k3F5ZLloKOc06MhrhveiryPfAQpBz3G/43vrHsnTdiZdyzOUTxvgMEMUW6i1HXY5XqUl1kbMHX3YTYp6rUUA2u2HxJ91mspJj1Lq58VKgAoBox/EMrDl9P7K57XLC8j6pgeWRKeQYO1PWg9h6b15GOHuWURYfa+R8or2VaE0CQQ4HDpgGboKrML//zEbvjXGR3w3hXRikOjhMfcOVf2NXytKP6YZrZi6oO8yisX9sDjZ3fCmd1q3ZC/mN4f5/ZsaLpMetzWaFWgrfgf0DIP55c1NlU+i31kOx4xWQvaS/i9HNWh1jqXdd8sCIOty2CB1e0HSry81IolMSMIUg66jrCTGtAyD6d0bIBTO8rEGZK7lpP/W4pSHD8vEO1W7OzM0WrSjil9jceHO3JCvKCutsn4RmhF5pcFWJKHZdUphM+thcACKCul1rI1KSjfTrqUgzT7sYXRgkm11nPwyeuI9y7vje9vVU7cdPQEKQe9RE5aEs7qVsLECj4so+2KsqOyDmpxXq9a5ZHWItAnr0JMoXdTqHFuOk7rXCRS8LbMzxT1dYbvLXjiZlxK45Vv/zEIc67sa3vcLrMb8ef1aohPruqLb24chOnDWgIAzuluLLalXij+oHWk43q4TxCGVyprKnXHtYZQtvQooVkZhUj7O7X+b+WW/aLPJGlEPEIrcQ8RWVCaifOgcpGXFS7SNfT1I4wl87CKsNXMuN7eenIbXDWkhehYz6bqLjjScUm35aDUBdvA+QHvioAIcn9WlofezWoXUkrNpEeU/BYPzy8I48NpNbHXEgQpVbdrozoityApZuNMEbHN4Nb5kQzpWpudftm4ikeUHo2VZ5aaVDsZeeb8rqLvjMZ9jieK66ShXVF0Ar76mcnISgkiNz0JGQoZzvXCceY3rk7tWIS2DbJRUjcNk/s0xvzrB+L+0+XjzRHuIx3Xw4+d4zisunM4lt4yBPWzlMd+MwinPfpiDjK9fW25Kt+VV1KoFILwicogdhHuYBhNRKA3q1Rigncn39IdQJaxbfTAGRyspAQCHBrn1u7kLr55MDI1rDY0lXoKS3WjOh2hBZqf3IpfndIDuelJeH5iN7er4gpKVoF6FEp6+hC/ZdL1C8Lno9XGSu+jW6+p2SQ4t48uRb2MZNx9alvGNSLCfH5NfyQEONwzxhttrFevPf+6gVh7z0gUaCwwfTQ0xQx621xpzLGiHMxJS4r8LY1HSbJgnGBCAD/eNgxLbhnCZHPV7MaVcJ3BcRya1Eu3bbOX9jfZI3yns1MTkc9YMQjo93aLnMPw3kJrdrV7S/s2rZi5BBGLsMnAQJhG2O3k1+zkmOmKslMTFb/zmpWKEL2DvH07SMbM3OUQ/obUxARNVzuzloPR5ahXWBRz0MMyIKVfizz8eNvQuI2Hd2rHBnh/+bboDGvCiZVCL6FH8XfgWLmF2hF60LLOVJJtvy16WhVk4odbh8Ttu+oErQoy8cd9JzFp444lOehYHG19ZAeBAIfUpAScqKxSPY9kx7soKQGl04l+Leph6/6/sfGvo5plCje/pPMSu2JLxzpKG4pG4cAhJTHB1LVeDl9EaONEN2w4jBPDOl0xsDleW7K5pljlgoV17NG4Lro3dtZghSC8APXmHuDlC3vgpHYFuGVUG2MXCjqx0R2UXXe8PPnWuxZ24heY3Q03muDhi1924bs//op8NmvJpXUnYblelgE5/FZflqQkJuDNS3rhSom7up5Mb1U6hKlOepLmOXLE8SMxTFDDWtttZb1UCWlFKRnP76pTmGljORF7fmJX3DOmnb57Gr6jUjkkH17gX+M6RP7mAMyc3B0ntStAYbayhZBSNyUUx26N6uDVKT1192nJAkWWdM4lFfP/G98ZhLO0a5Bl6jqtMU+JFvWtZ1YnrOOIclDwty63YoZjh95MyUId93MTu1KoIyIuIeWgBxjQMg9Pn9c1EvTbzELAy67DauhdlLYuNDdh0by/QLXHogU5DshOVVe+PPv1Bkx4YWltHaJiCbKxKqKgzbGFnjmKnniC43s0xMX9muDNi3sxqBUhR1JQ3fpCz6LbTqR9A8WhjD0+uyY603nQjeCz/pyaeJr3Lu+Ni/o2QceSHN3XlFeJY2kNalUfT5/XFTsOHle8RmkuKjxutOcQxsDWGtNO0Zmcj2ADxwFT+jU1da3ZvuXa4S0xpW8TzNbIsC4comi4Yo/Tmzi6EpIwrJLuUAqCEyspBg8Rp5By0IO0KdS3kybs69y2RDGLlgJrzpV9cfepbTHWpkDVQleI7DRl12w1RIk/OA55mcmGXLf0jj9RbaXxyGlciw3C73a/FnmRY0qPXs8zT0lMwK2jSlEmdVsmLBNe+A5qlad6ntd2o6mriD1a5kfPI4zMEzidlhaE83RtVAe3jS7FKQayBlcKlIMJAkVODxW3OSV50RPDeOktQ2TD3YjligTLLT69up/s8VSTbsVmEx9mJAdx++hSdGlYR/W8/GxjGdMJbS7pX6sIduJVFCqQ5d794jqptt1bFF9eZRxME8SMT0sy9y4QhN8h5aDLyHXIbRtk4+ULe+Crawfovta3kyyNVWm7omxc0LuxbYtpoXJQK5GIHsK1fPSsjrqvsctqx2wsQ8JbfPuPQXjmvK4iBbnS+97Bxnhi5B6ozYIbBuKZ87pqZt10O0FQVNdAXUVcoCe4ejjW6Xm9GjG5p5qoPyvJVksYY1LvxpG/G9ZNi/p+Qs/aIPztBWODUA7+cVIrxfKVxEXooqc0f8nPStGlcHjj4p7aJxHMaSPjjcPBfAIGs27FWvRtXg/vXFoWlV2XsI6wz3Aia3wwQX3DqaSOuA/TqpERjznh/FXtOuGaMM1i9m+C8Csk+Q6jVxE0oKW65Ylefrh1KJNy7MJLa1KzdRFeVzvAag9aPM+D47goay+92Yo1lTVealzCNIXZqSjM1t5R/XJ6f5TILBDNcHa3Erz94xbRsXFd7bHejSUa5KSiQY72s1KaiF/avxnrKumCuor4QI/l4H8ndcfaHYfQsTgncuwfI1vj+lmrcF6vhnh96WZD91S7o1oiNUKbYEIAv947Er/uPIwlG/biwU9/jXy3+u4RSE9KwDVDW+LAsXJRWwvlIF1lU1TZrbj2b6t9R/siZxLkEPowuxFvl3KwRX4GejShpBB2oDcOHyuEMlJVpd1zaBm9/HDrUHS650td9xauqxJVXOC11ugU6oCIB8hy0GFYGnPpseTJy/S2KX5MxLoSJf4I/VfP/CqsFNTbBtKztHbNyHIwdpE++bO7laCFjBuhWR4c1x5LbxkimpS3bUCLOFYozU0Hta7vbEVqoL4iPtBjFZSSmIDODeuIlARndC3G0luG4F6dyUyEqC3wyBbZOimJCehUkhM158hIDoKrCXPSIj9T1NhC5aBarDgnYqMK5eNcgaUj4TxWnqtZt2ItjldUa59EmEL4yJzoi+ulJ6N5/Qy0qJ+ha2NIq045afqT6wmT9akpsrWmQh6LCEMQtkDKQYeJXoTFd0/jpTWp2SchSmrChf+rXVpYFszEBmxaLx3XDmupeo6c2wgRI0jEKzHIth/hOA75WeTGI8fJ7Qssl+G2WzERn1iJTRxyE+XYbnDSe8AMI26BQjlQuyxRQeEjvN6qPAhFMi8jGVcNaWGtQMI0CRYSFgUZKAfP6FocdSwlMbrcmDAq8ABiy0H7++JAgMPn1/THZ9f0l7VQlVaB5VMWGtOobYhoxcEn0SPiAXIrdpgo1aCF/jgW5tVe6mdZ1CU8AOnLLBv+r07LwZrzMpODmHf9QM3zG+Sk4svp/cl1izBNDHQxzLnr1LbYf7TCUkw2J+L7qCHtcmjCG5u0ys/Eul2HI5/dUMap3TEW5jB+Qbg43n+sPPK3Wl+kZA2WLojFJRfrsPaexuoFAJf2b4oVm/djZDvrmzCEMZKCFpSDDEyqWhdEez9MG9TccrmEPE67FQPuJc8syE7BOd1LkJKYgFSVRCO56eredjRmEfEAKQcdhqX7llYfVeoDy7FYWJQKf0N43NPj8h2WBb1NEDnPwODE0tWU8A5SEbDrPaKJUDT1M1Pw5iW9LJXhvWzFMdARE1FcPbQFrnh9OdMyezSpi+837kOBTstitT7EW2+Bv9FS/Aq/3rz3WORvaVc0qXdjvLRoU+g7hX6qpG4ayprmYvGGvbjzlNKo74eV5uurtKRePB+KgfjqFEpS4gbJFpSDSlamVsnN8HZoJD8jVNS5vWEpB2sL0QfHddA8Z0ynBli2eT96Nc1lem+C8BOkHHQYJ5RhVw1ujopqHhPL2GQbtJNYW5SGJ+hGxlmpwlhJRsLHvTeEE05D7ngES2Jhk4aIxo44YP85tzNmfrcJ5/bQFx9ObaOM+jF2GGlJodIvJ1Uct6ttA32bytINEuFC/j/ndtZdF6EIUOxTd0lJVLaoUuOJczo5ahFGUsIG4bvnhZ64rGkuFq3fq+h5lZEcxJETlbbWIZgQwP2nt7f1HgThdUg56DBWJz9ZKUEcOh7qHJXm1Y1y0zFOJnaHF4m1uWAkV7GuhCRGYw6GTvSa1RHhPna9RnosYAn/IZWXGOuGiRoshBBTpH5mCv4xsjWTskg3yA6tthR+LTw3Oy0R/53UDRe+9CMAoHG9dDxzXhfUM2ixVSmYyCQHE2ruo/2AhWMM9UPukpseUhQnBwM4Uak/EciYTkVM7u9F67VYRm/sUae4dEAz5GYko1+LegDE/cHVQ1rgwr5N0PHuL9ypHEHEEYamjg888AC6d++OzMxM1K9fH6eddhrWrVsnOuf48eOYOnUqcnNzkZGRgXHjxmHXrl1MK+1nTkgyb/EnyoGqKt3XN8hJVfwuHPOjZ9O6iud4jdEdCsUHFiww1B5egK+ufabcwgVAVZUupWf4nCjLQYXzq8lyMO4Z06kBAOCKgc1Ex2NNyU7YC18t6WNJgGISLyj3ya3YGQwlJJGcO6iVOEv6yHaF6NbY2DyysspcHyJ2K6Z+yE3CrsHf3DgIvZvpc6s0qkRWQ0uET6qJQ3lJ/6bM7hnPCPsBLyhmk4IBnNuzIUpk4pieX9bIE/HT3W8lgrAfQ8rBhQsXYurUqViyZAm+/PJLVFRUYPjw4Th69GjknOnTp+Pjjz/GrFmzsHDhQmzfvh1jx45lXnG/Uv7xHPGB/fuAxo2B2bMNlyXdlV122zB8fcMgFNdRDhDtNbotX4CMir9rDwwaZLo9XGH2bPA33xz5yA0eDDRujMrPPte8NKIU1GnGE3Er9sAgTrjDo2d2xGfX9ItMjoe2CS3qzreQHEMNErUYZPZs4PobRIf48gr/9LlEzEBjGTu0HAqEHgpSRYDwOZh9IhVV+i3NRPcW/E2qQWf51xniGGxhS7L6WSno3zJPVxks5x4ntStU/f7J8Z3x2TX9MKl3Y2b3jGe83v96ca/Ag1UiCOYYUg5+9tlnmDRpEtq2bYuOHTvipZdewubNm7Fs2TIAwMGDB/Hiiy/i3//+NwYPHoyuXbti5syZWLRoEZYsWWLLD/AVs2fjxOVTo49v2waccYbs4kxoWffc+V1VO/PstEQ0zPWPYhCzZwNnnIGmf20RH1dpDzsxHJ+ppv6Jf+0RH9+2DZVXX6N5ebWi5aD88BM+Tl7F8UswIYDWBVmRfuD5id2w6s7hKNUZJ4qIc2r6LH7/ftFhHnClzyVsxgNjhdyUZVCrPLTKz0Q76reYsfvwCdXvhVZ5anMIswqDNJkMoHpKSghw6NM8F+2KstA4N93UvQlznNWtBOf2rI0dKnQzTdGZnISlfqkgOwU/3zUcN4xoJft9omT+Q1jDa27FUuplJKFrozro0jAn4vKuRYv6GbbWyYPNRBDMsRSR5uDBgwCAunVD7gfLli1DRUUFhg4dGjmndevWaNiwIRYvXixbxokTJ3Do0CHRv5ikqgq4+mqcSJCYRfOo3R655pool9r/nNsFG+4/GRvuPxnD2xbEjmKopj1kt4ZU2sMObhzZCu2LsjGpT2P9Fwnqn15xXPwdzyPA69hFjygHxYeVYhDWNlWsCAFhFY7jbHW18OKEkTCJSp/Lhx/0NdegKEdfFlrC+3jh9ZVzbf7vpO749Op+CNqU4TQe+d/PO1S/F84rslTGDLN9/owJXdAyPwPPnd/V0HUcx+G1KT3x0dS+jia1IEI0ErhwBgXtf3Z3fQmHWJOZkkjzDocQvm5ecCuWwnEc3r2sDO9d3juiEK6XEVIShuv+8oU9RApBu7JmE0Q8Yfotqq6uxjXXXIM+ffqgXbt2AICdO3ciKSkJOTk5onPz8/Oxc+dO2XIeeOABZGdnR/6VlJSYrZK3+eYbYOtWnAiKdz/Swoolnge2bAmdJyEQ4CJJKETZpbzXl+unpj0AoPnerdHfq7QHa64Y2BwfX9kXmSkGlCyC+qeX/x31dVO53yQhbDEojbOjlLQmfNzXz50gCHcQ9Fl5Rw9Ef1/T577UjsOAlnl4/4reztaPYI5XLWw4jqPEWozRWhQL5xVjuygnrDP7VNo2yMYX0wdgeNuC2rJ0Fkby4B5CBb1QQZQqYwkqhx1PzYvupLFIwOOWg0CobxCOY69d1BMDWubhg6l9AAADWubhy2sHuFU9gohJTCsHp06ditWrV+Ott96yVIGbb74ZBw8ejPzbsmWL9kV+ZEdoV/dEUEMBtUN99zctqTbBdFqivsHbkwh+5x1zn8OEFf/D+69cq3qepxDUq+RAtOJbzzjL11hFSi0FlSZG4eM0hyacwgsJDQhGCPqsgRt+xGVLZkU+C7ucFod34eULe6BzwzoOVo6wAy+8vV5ddMYayRpuoELlYJLKuV5VKBP2kMjVykVw2Y8ib53M5KDcJSLsEBdKTOMMXktIoofWBVl4+cIe6FCc48r9W+RnunJfgnASU8rBadOmYc6cOZg/fz6Ki2t3IAsKClBeXo4DBw6Izt+1axcKCgogR3JyMrKyskT/YpLCUOzAEwkacRMK1QPy3jaqDS4oa4Spg5rhtM5FrGrnPILfmXP8CO774il03vGb6nmeQlCvpvu34+FPHsML795jqIjqLl1DCU0MToRIYUMQhGEEfRYH4KaFL0c+VwcSZM8j/I0X1nseqEJcoKbwA8SuxGrxlWnzMY6YPRvB226NfAxMukCUEDBFh/Ugt2YN82ophdYh2CKKOehiPfzEqR0buF0FgrAdQ8pBnucxbdo0vP/++5g3bx6aNGki+r5r165ITEzE3LlzI8fWrVuHzZs3o6ysjE2N/Uq/fkBxcZRbcSTWE8cBJSWh81ToUJyDu8e0ww0jWiMnTV+AVk9S0x6Kqxed7eEakvqfuXouhq7/3lAR/I4dwLhxqFaIxyllz5FQwPGdh45rnEkQbPCCcoFghN/7XMKXkCWaM2gqB1MS8ebFvfDuZWWq5xbX8VFSO8I8Ncmpgnv/ihwKVleJEgKmlOuYa77xBvNEVkqhdQi2eD0hiVluObk1u8Ikce+5anNZ2QnCTxhSDk6dOhWvvfYa3njjDWRmZmLnzp3YuXMn/v47FHMtOzsbU6ZMwbXXXov58+dj2bJlmDx5MsrKytCrVy9bfoBvSEgAnngiyq2YB2p75ccfD50XD9S0B4DoUckP7aFWf52saBDKyMY//nj0lzKTrYc+/dXUfQjCLDRJjyH09Fle7nMJSyy9ZYgr9w1wQGE2JbmxGz2B+Mua5aJb47qy331z4yB8fk1/1NWZFZTwMYLkVIlVlZHDCXx1bfyaq6/GlQte0Sxq+O9LmCcPPLl9yHq9YV1SVNtJYoJQORg72sFTaqz79LjFqzJ7dsiSVgDfvTswa5b8+QQRIxhSDj799NM4ePAgBg4ciMLCwsi/t99+O3LOY489htGjR2PcuHHo378/CgoKMJvxrpJvGTsWJ66/Mfp4cTHw7rvA2LHO18lNxo4N/e4iiXu0X9pDqf4yDFz/Y9SxS8bdDgColjHo58eNixqA9h4tN1lRgjBHFfn32IMDWdhlUeuz/NDnEoYQ6vZzXVL6cByHz67pj/E93Ml+Gi8kSf2BDfYxJXXT0KqAdTyt2FE4xBSC5FTB6lo5SQj/zfPA1q046+tZ+PqZKSj7c5ViUS3+2sw8eWDL/Ewsvnkwvpjen1mZRDTBQK0KIFbe1GACh8LsVHx/yxAsvdXChliNZW34PYmwbx9w1lnAjTJreYKIEQy7Fcv9mzRpUuSclJQUzJgxA/v27cPRo0cxe/ZsxXiD8ciISadg0Q21mZX4gkJg48b4XZSNHQts2gTMnx9yT5g/31/tIaz/a68BeXlRp3Te9itmvnuXYhG8zLBczQWA8eNDC/bweWTFRTgMKQdtQGY32lGEfZb0OBFTCN9eNwPOZ6cmoiCLrAdtY/ZsJH36ifiYIHacW8SQMVJsIUhOlVhdazkoVBSGaXhwl+xxtTJZUJidihQ/J130AWK34th4WfNrxpn6WSmiBJ6GEFjWKvLww6L1GUHEEqazFRPmSElMQIPcDMGBFHLjSkgABg4MKcMGDvRfe4TrX1QE7NkT9XVyZbnqrhwvMyhXcYHQAHXmmZEJPulpCKepJKFji9JuNIDb5r3g3GI+3GcRcUOMrP0IKeHYcUePRA5N/vFDUew4ghAhSDoVFFiYBnj5eGpKx5XKJPyBMBSB3xMRPXFOJ3QqycE9Y9paL0xgWavKFVe45wVCEDZCykGCYIXJndNqmVVbtcDcPxzPRWQ5uGABDUqE7bRm7mYWx2jsRp+38lPmsZuI+EY4ZrhtGULKSRsQ9ClCD4T+G1fU9jPUpxBSeveObMILFX8iC8FAIBJ+IqBmQUWJrHxLELXPnlu61Nf9xJhORfhgah8UZqdaL0zvWm7PHqbu9AThFUg56AbCDvj4cV93yIQAhZ1TOcvAMNNOvREvdxkddVykMNyyBbjvPvD799ceGzTIE25DRGxz00ltcHG/JphzZV+3q+J/JLvRWcePiL7mqquYx24i4htP2f0KszzS5hYbFCxcCg7XZKDleXf7FE8JIBFh0aLI+8cJHlJA+I5WVwOXXBI6rhXShhJZ+Y/ZsxEcNDDykRs/ntYUYYxYwTJ2pycIL0DKQaeRxJvid++iDjlW6NcvlExFogwMKwfb7NoQdcmcNv2xqiZrsZAqTvJq3nlntFsxuQ0RNpOdmohbR5WiXVG221XxP5JJ5Cczr8L4lZ9GPnPh9/vDDx2sFEE4wOzZ4P79aO1n2txig6BP6b9xeeTvNns2KZ7nGLNng9u9S/Y44TICeeAEir8gL1HYCzeklaBEVv4jHIpg27bIIQ48rSnC9OsH1Ksn/53U2IPc6YkYhJSDTjJ7NjBuXPRO79atoePx3iH7nYQE4IknQn8LBpCwu8+FP0Yv+u/68hnc9eUzUcerpcpByGzCk9sQQfgHySSy5NBuTF72ceRzxL3r8ccdHwuSgjQVIGwiHGfz4CHxcVqIWkfQp5z+y3w8/949WDpjoup5jhB+5nLzEnrm7iOQB6FVoMhyEABefx2A2JOl/4Zl4nPGjGFfP8I+BKEIhMloOB60pgiTkAA89ZT2eeROT8QotCJwiqqqiIm+IpdcEt8dciwwdmxoJ7WoCGN+WQAAuGLJOwCAARuXRZ0+afkcTFo+Bx23/yY6LqcclA3a5LbbEEEQ+ghbFgsQxgmLLNI4zrHJ+dRBzQAA/xzTzvZ7ES7gtlunYCHKSStDC1HrCLwVAuAx7I/vkX9kX+33bsSD08r0yfP0zN1GIDfC9zISc5DjgLy8SII9oXIw68RRcVn/93/0LP2EQiiC5Kry0B+0pghx5pnADTdEHa5/ZG/oD44jd3oiZiHloFMsWADs3Rt1eHtW/doPe/eGziP8zdixwKZNePzak/FD6WEMeu4hICMD9Y8eULwkpfKE6HNVIPrVPGfV58r3pLgXBOFthJbFNQiDwUcWaQ5Ozq8f3grf3zoEZ3Uvsf1ehAu4HedPsBANyt2bFqLWUPBWEH12egEreOapknlNBHrm7hKWG54XWQ4mhMcjngcmTIgcl92sDjN9OoUI8BOCtULusYNotWcTOm7/DbnHDiqeF7f861/ArFmiQ8lVlaENF3KnJ2IYUg46hV6lHykHY4OEBHCDBiFv4jnAwYPAkSOqp9//+X/QeN/2yGe5yVidYyG3rDN/+jK6AIp7QRDeZ+zYkNVMDc32bkW/jctx6poFiLILdmByznEc6mem2H4fwgVmzwY/eXLtZzfi/AlkeMLK/6H17o246rs3Vc8jDCLwVhBRXOzOAlbwLJ/64AHl8yi2qicQxhwUjUF16kT+VEuqB4BCBPgJwVohga/G/2ZehQ9evTZ6/kFrihBnnCH+PH8+sHEjKQaJmIaUgwRhJ2EXGw2a7duGBc9fgmBVKAaIyHIwLw/gOFTXHEsQWBu54jZEEIR5BDGaAuDx6jt34MmPH4k+jybnhFlqYr7xUm8FpxfxAhnOLP8bn828Etd++7rqeYQJarwVMH8+8MYb7i5g69d6w7TdvVH5vNdfJ3dUtxDNS2XcvzkOeO65iMVptdZSkUIE+AdJ4sQEvlqsGKQ1hToDB5IrMRHzkHLQKQYOZHse4Q8U4nsoEXYzrEagdpCuCYxbFQgNSJGg0W65DREEYR6FrOYRaHJOWEEt5pvTi3iSdedISAjNH8eP99QCttneLZG/e2xZXfvFnj3kWuwWgnlp/aMyGYn5msy1NX1EwZHokEiy15C7uPfxYigCgiA8BSkHnWLgQCA3V/2c3FxSDsYaBt2lEmoUf9Xhgfnxx0OWHu++i6qs7NA5fM2izi23IYIgzEOTc8JOBAt/PtpZzNlFPMl6/LF7t+jjq2/fjrGr5+Gsn77Afz58UHwuuZO7g6Ddm+/dinu/eArPzL5P8fRb570ge/yVt29XLZvwKF4LRUAQhKcg5aBTJCSEzPTVEJjxEzGCxF1qzsyrVE8PWw5WFTYQD9Jjx6L6qtC1CcOHUdwLgvAzNDkn7EKwOG/115+6zrMVkvX4QjLnaXD4L/z7k3/jX58+GZ2UjdzJ3UHS7uev+B9G/r5Y8fTcvw/JHm9weI9m2YRH8VIoAoIgPEXQ7QrEFWPHAu+9B1wlURAVF4d216lTjj369QMyM4HDhwEA7XZvUD09EAwph498/hWO1s8ETlRGvjtRFXIJC7RqDQwstanCBEE4wtixofiD33wTUtQUFob6C9ogIqwgWJyXHNyF91+5FnXlFvdOLuJJ1uOHfv1CiuBt29TPKy4md3K3CLv7b9smH36A40KeTH/9pVqMMJkJOI6eqd8IhyIgCIIQQMpBpwlPkm/9rPbYpk00SY5VEhKAa68F7r476qt+G5dHn56SDFQAo2csUi6S7H0JIjagyTnBGsnCv/OO38Tfu7WIJ1mPDxISgCefBMaNUz/viSdo3usWYXf/M84I9QdSJR8AnHdeyOVfhYhykEIEEARBxAykZnAD6eBJg2lsc/vtQHp65ONt815AnWMHcdu8F8Xn5eZiQKm6NUdSMICeTTRiVxIEQRDxCcX5I9wm7CUjF2c7Nzf0HXnKuIuWu//o0ZpFBMLKQQoRQBAEETOQ5SBB2E1CAvDKK5Gd9It++ABTfvggOlT8c8/hibFd8OA45SySCQEOSUHS6RMEQRAKhBf+V18dSU4CILSIf/xxWsQT9hP2klmwIPQPCFmOeiiTctyj5u4/d67m5Rx44F//CnnH0DMlCIKICUg5SBBOEN5Jv+QSYO9esWIwNzeUjKZmwZaaRJMsgiAIwgIU549wm4QEYMiQ0D/Cmyi5+0uyTg//bTG+aFmGScs+xpw2/QHUuBU/+CDQrBltOBAEQcQIpBwkCKegnXSCIAjCKSjOH0EQZpAkLHr2/ftwKDkdwepazxaO54F9+0KxC8mtmCAIIiYg5SBBOAntpBMEQRAEQRBeRZLYiAOQfeIojiSlRk7hIEhkcs01oc1v2ugmCILwNRS8zA2qqtQ/EwRBEARBEARBOI0wsZEAgToQXPgDzwNbtoRCGBBELLNgAa3ZiZiHlINOM3s20Lix+FjjxqHjBEEQBEEQBEEQbhJObFS3buRQWsWJyN/1ju0Xn79jh1M1IwhnkK7NBw2iNTsR85By0Elmzw7F5hBmDwRCZvtnnEGdDUEQBEEQBEEQ7jN2LPDOO5GPCXw1fnrsLKx6/GwkV1WKz5XEKSQIXxNes0uhNTsR45By0CmqqoCrrw6Z30sJH7vmGjJXJgiCIAiCIAjCfQYODMUf5DgAQFb5MWSfOFr7PccBJSWhOIUEEQvQmp2IY0g56BTffCOyGEwr/xsAUHRwd+gAxewgCIIgCIIgCMIrCOMP1igII4Q/P/44JSMhYgfBmr3R/u0AgKTKitrvac1OxDCkHHQKSSyO2a9ej1G/foOX37lD9TyCIAiCIAiCIAhXCMcfLCoSHy8uDh0fO9adehGEHQjW4jNn3YVRv36DD165VvU8gogVgm5XIG6QxOJo/defmPHhQ5rnEQRBEARBEARBuMbYscCYMSFrqR07QuuVfv3IYpCIPQRr8ab7t8uv1yXnEUSswPG8nEO9exw6dAjZ2dk4ePAgsrKy3K4OO6qqQhmOtm2Tj2HAcaEduI0baaAlCIIgCIIgCIIgCCehNTsRYxjRr5FbsVNQzA6CIAiCIAiCIAiC8Ca0ZifiGFIOOgnF7CAIgiAIgiAIgiAIb0JrdiJOIbdiN6iqopgdBEEQBEEQBEEQBOFFaM1OxABG9GuUkMQNEhKAgQPdrgVBEARBEARBEARBEFJozU7EGeRWTBAEQRAEQRAEQRAEQRBxCikHCYIgCIIgCIIgCIIgCCJOIeUgQRAEQRAEQRAEQRAEQcQppBwkCIIgCIIgCIIgCIIgiDiFlIMEQRAEQRAEQRAEQRAEEaeQcpAgCIIgCIIgCIIgCIIg4hRSDhIEQRAEQRAEQRAEQRBEnELKQYIgCIIgCIIgCIIgCIKIU0g5SBAEQRAEQRAEQRAEQRBxCikHCYIgCIIgCIIgCIIgCCJOIeUgQRAEQRAEQRAEQRAEQcQppBwkCIIgCIIgCIIgCIIgiDiFlIMEQRAEQRAEQRAEQRAEEacE3a6AFJ7nAQCHDh1yuSYEQRAEQRAEQRAEQRAE4T/CerWwnk0NzykHDx8+DAAoKSlxuSYEQRAEQRAEQRAEQRAE4V8OHz6M7Oxs1XM4Xo8K0UGqq6uxfft2ZGZmguM4t6tjiUOHDqGkpARbtmxBVlaW29UhfALJDWEUkhnCDCQ3hBlIbgijkMwQZiC5IYxCMkOYIdblhud5HD58GA0aNEAgoB5V0HOWg4FAAMXFxW5XgylZWVkxKWiEvZDcEEYhmSHMQHJDmIHkhjAKyQxhBpIbwigkM4QZYllutCwGw1BCEoIgCIIgCIIgCIIgCIKIU0g5SBAEQRAEQRAEQRAEQRBxCikHbSQ5ORl33nknkpOT3a4K4SNIbgijkMwQZiC5IcxAckMYhWSGMAPJDWEUkhnCDCQ3tXguIQlBEARBEARBEARBEARBEM5AloMEQRAEQRAEQRAEQRAEEaeQcpAgCIIgCIIgCIIgCIIg4hRSDhIEQRAEQRAEQRAEQRBEnELKQYIgCIIgCIIgCIIgCIKIU2JCOfjAAw+ge/fuyMzMRP369XHaaadh3bp1onOOHz+OqVOnIjc3FxkZGRg3bhx27dolOueqq65C165dkZycjE6dOsne6/PPP0evXr2QmZmJvLw8jBs3Dps2bdKs46xZs9C6dWukpKSgffv2+N///if6fvbs2Rg+fDhyc3PBcRxWrlyp67fv27cPEyZMQFZWFnJycjBlyhQcOXJE9LsnTZqE9u3bIxgM4rTTTtNVbjxAcqMsNwsWLMCYMWNQWFiI9PR0dOrUCa+//rqusmMZkhllmVm3bh0GDRqE/Px8pKSkoGnTprjttttQUVGhq/xYhuRGWW6E/PHHH8jMzEROTo6usmMdkhtludm0aRM4jov6t2TJEl3lxyokM+p9Dc/zeOSRR9CyZUskJyejqKgI9913n67yYxmSG2W5ueuuu2T7mvT0dF3lxyokM+p9jdk6xzokN+py884776BTp05IS0tDo0aN8PDDD+sqmyUxoRxcuHAhpk6diiVLluDLL79ERUUFhg8fjqNHj0bOmT59Oj7++GPMmjULCxcuxPbt2zF27Niosi688EKcffbZsvfZuHEjxowZg8GDB2PlypX4/PPP8ddff8mWI2TRokUYP348pkyZghUrVuC0007DaaedhtWrV0fOOXr0KPr27YuHHnrI0G+fMGECfvnlF3z55ZeYM2cOvv76a1xyySWR76uqqpCamoqrrroKQ4cONVR2rENyoyw3ixYtQocOHfDee+/hp59+wuTJkzFx4kTMmTPH0H1iDZIZZZlJTEzExIkT8cUXX2DdunV4/PHH8fzzz+POO+80dJ9YhORGWW7CVFRUYPz48ejXr5+h8mMZkhttufnqq6+wY8eOyL+uXbsauk+sQTKjLjNXX301XnjhBTzyyCP49ddf8dFHH6FHjx6G7hOLkNwoy831118v6mN27NiB0tJSnHnmmYbuE2uQzCjLjNk6xwMkN8py8+mnn2LChAm47LLLsHr1ajz11FN47LHH8J///MfQfSzDxyC7d+/mAfALFy7keZ7nDxw4wCcmJvKzZs2KnLN27VoeAL948eKo6++8806+Y8eOUcdnzZrFB4NBvqqqKnLso48+4jmO48vLyxXrc9ZZZ/GjRo0SHevZsyd/6aWXRp27ceNGHgC/YsUKrZ/Jr1mzhgfA//DDD5Fjn376Kc9xHL9t27ao8y+44AJ+zJgxmuXGKyQ38nIT5uSTT+YnT56sWX48QTKjLjPTp0/n+/btq1l+vEFyEy03N954I3/eeefxM2fO5LOzszXLjkdIbmrlxkh58QzJTK3MrFmzhg8Gg/yvv/6qWV68Q3KjPLdZuXIlD4D/+uuvNcuPJ0hmamXGbJ3jEZKbWrkZP348f8YZZ4iue/LJJ/ni4mK+urpa8x6siAnLQSkHDx4EANStWxcAsGzZMlRUVIgs51q3bo2GDRti8eLFusvt2rUrAoEAZs6ciaqqKhw8eBCvvvoqhg4disTERMXrFi9eHGW1N2LECEP3Vio3JycH3bp1ixwbOnQoAoEAli5daqnseITkRl1uDh48GGkbIgTJjLLM/PHHH/jss88wYMAAS/eORUhuxHIzb948zJo1CzNmzLB0v1iH5Ca6vzn11FNRv3599O3bFx999JGl+8YiJDO1MvPxxx+jadOmmDNnDpo0aYLGjRvjoosuwr59+yzdOxYhuVGe27zwwgto2bIlWblLIJmplRmzdY5HSG5q5ebEiRNISUkRXZeamoqtW7fizz//tHR/I8SccrC6uhrXXHMN+vTpg3bt2gEAdu7ciaSkpKg4Rvn5+di5c6fusps0aYIvvvgCt9xyC5KTk5GTk4OtW7finXfeUb1u586dyM/Pt3RvpXLr168vOhYMBlG3bl3LZccbJDfqcvPOO+/ghx9+wOTJky3dO5YgmZGXmd69eyMlJQUtWrRAv379cM8991i6d6xBciOWm71792LSpEl46aWXkJWVZel+sQzJjVhuMjIy8Oijj2LWrFn45JNP0LdvX5x22mmkIBRAMiOWmQ0bNuDPP//ErFmz8Morr+Cll17CsmXLcMYZZ1i6d6xBcqM8Hz5+/Dhef/11TJkyxdJ9Yw2SGbHMmK1zvEFyI5abESNGYPbs2Zg7dy6qq6vx22+/4dFHHwUA7Nixw9L9jRBzysGpU6di9erVeOutt5iXvXPnTlx88cW44IIL8MMPP2DhwoVISkrCGWecAZ7nsXnzZmRkZET+3X///czufdlll4nKJthCcqPM/PnzMXnyZDz//PNo27Yts7r5HZIZed5++20sX74cb7zxBj755BM88sgjzOoWC5DciLn44otx7rnnon///szqEouQ3IipV68err32WvTs2RPdu3fHgw8+iPPOO8+V4N1ehWRGTHV1NU6cOIFXXnkF/fr1w8CBA/Hiiy9i/vz5UQHx4xmSG2Xef/99HD58GBdccAGzesUCJDPG6kyEILkRc/HFF2PatGkYPXo0kpKS0KtXL5xzzjkAgEDAOZVd0LE7OcC0adMiAR6Li4sjxwsKClBeXo4DBw6INNG7du1CQUGB7vJnzJiB7Oxs/Otf/4oce+2111BSUoKlS5eiW7duoow1YRPZgoKCqCw7Ru99zz334PrrrxcdKygowO7du0XHKisrsW/fPkNlxzskN8pys3DhQpxyyil47LHHMHHiRN33jXVIZpRlpqSkBABQWlqKqqoqXHLJJbjuuuuQkJCguw6xCslNtNzMmzcPH330UUSJzPM8qqurEQwG8dxzz+HCCy/UXYdYheRG39ymZ8+e+PLLL3XfO5YhmYmWmcLCQgSDQbRs2TJyTps2bQAAmzdvRqtWrXTXIVYhuVHva1544QWMHj06yrIoniGZiZYZrTr36tVLdx1iFZKbaLnhOA4PPfQQ7r//fuzcuRN5eXmYO3cuAKBp06a672+VmLAc5Hke06ZNw/vvv4958+ahSZMmou+7du2KxMTESAMDwLp167B582aUlZXpvs+xY8eiNLfhBW94MdO8efPIv7CglZWVie4NAF9++aWhe9evX19UdrjcAwcOYNmyZZHz5s2bh+rqavTs2VN32fEKyY263CxYsACjRo3CQw89JJslMh4hmTHW11RXV6OiogLV1dW67x+LkNwoy83ixYuxcuXKyL977rkHmZmZWLlyJU4//XTd949FSG6M9TcrV65EYWGh7nvHIiQzyjLTp08fVFZWYv369ZFzfvvtNwBAo0aNdN8/FiG50e5rNm7ciPnz55NLcQ0kM8oyo1XneIbkRruvSUhIQFFREZKSkvDmm2+irKwMeXl5uu9vGcdSn9jI5ZdfzmdnZ/MLFizgd+zYEfl37NixyDmXXXYZ37BhQ37evHn8jz/+yJeVlfFlZWWicn7//Xd+xYoV/KWXXsq3bNmSX7FiBb9ixQr+xIkTPM/z/Ny5c3mO4/i7776b/+233/hly5bxI0aM4Bs1aiS6l5TvvvuODwaD/COPPMKvXbuWv/POO/nExET+559/jpyzd+9efsWKFfwnn3zCA+DfeustfsWKFfyOHTtUf/vIkSP5zp0780uXLuW//fZbvkWLFvz48eNF5/zyyy/8ihUr+FNOOYUfOHBg5HfFOyQ3ynIzb948Pi0tjb/55ptFbbN3715DbRxrkMwoy8xrr73Gv/322/yaNWv49evX82+//TbfoEEDfsKECYbaOBYhuVEfo4RQtuJaSG6U5eall17i33jjDX7t2rX82rVr+fvuu48PBAL8f//7X0NtHGuQzCjLTFVVFd+lSxe+f//+/PLly/kff/yR79mzJz9s2DBDbRyLkNxoj1G33XYb36BBA76yslJXm8Y6JDPKMmO2zvEAyY2y3OzZs4d/+umn+bVr1/IrVqzgr7rqKj4lJYVfunSpoTa2SkwoBwHI/ps5c2bknL///pu/4oor+Dp16vBpaWn86aefHvUQBwwYIFvOxo0bI+e8+eabfOfOnfn09HQ+Ly+PP/XUU/m1a9dq1vGdd97hW7ZsySclJfFt27blP/nkE9H3M2fOlL33nXfeqVru3r17+fHjx/MZGRl8VlYWP3nyZP7w4cOicxo1aiRbdrxDcqMsNxdccIFsuQMGDNCscyxDMqMsM2+99RbfpUsXPiMjg09PT+dLS0v5+++/n//777816xzrkNyoj1HS+5ByMATJjbLcvPTSS3ybNm34tLQ0Pisri+/Rowc/a9YszfrGOiQz6n3Ntm3b+LFjx/IZGRl8fn4+P2nSpLjf9OR5khstuamqquKLi4v5W265RbOe8QLJjLrMmK1zrENyoyw3e/bs4Xv16sWnp6fzaWlp/JAhQ/glS5Zo1pc1HM9TZEyCIAiCIAiCIAiCIAiCiEdiIuYgQRAEQRAEQRAEQRAEQRDGIeUgQRAEQRAEQRAEQRAEQcQppBwkCIIgCIIgCIIgCIIgiDiFlIMEQRAEQRAEQRAEQRAEEaeQcpAgCIIgCIIgCIIgCIIg4hRSDhIEQRAEQRAEQRAEQRBEnELKQYIgCIIgCIIgCIIgCIKIU0g5SBAEQRAEQRAEQRAEQRBxCikHCYIgCIIgYpCBAwfimmuuibt7EwRBEARBEMYg5SBBEARBEEScs2DBAnAchwMHDjC5bvbs2bj33nvZVZAgCIIgCIKwjaDbFSAIgiAIgiBii7p167pdBYIgCIIgCEInZDlIEARBEAThc44ePYqJEyciIyMDhYWFePTRR0Xfv/rqq+jWrRsyMzNRUFCAc889F7t37wYAbNq0CYMGDQIA1KlTBxzHYdKkSQCA6upqPPDAA2jSpAlSU1PRsWNHvPvuu5rXSd2KGzdujH/+85+ROjZq1AgfffQR9uzZgzFjxiAjIwMdOnTAjz/+KKr3t99+i379+iE1NRUlJSW46qqrcPToUdbNRxAEQRAEEdeQcpAgCIIgCMLn3HDDDVi4cCE+/PBDfPHFF1iwYAGWL18e+b6iogL33nsvVq1ahQ8++ACbNm2KKPJKSkrw3nvvAQDWrVuHHTt24IknngAAPPDAA3jllVfwzDPP4JdffsH06dNx3nnnYeHCharXyfHYY4+hT58+WLFiBUaNGoXzzz8fEydOxHnnnYfly5ejWbNmmDhxInieBwCsX78eI0eOxLhx4/DTTz/h7bffxrfffotp06bZ0YQEQRAEQRBxC8eHZ2AEQRAEQRCE7zhy5Ahyc3Px2muv4cwzzwQA7Nu3D8XFxbjkkkvw+OOPR13z448/onv37jh8+DAyMjKwYMECDBo0CPv370dOTg4A4MSJE6hbty6++uorlJWVRa696KKLcOzYMbzxxhuy1wEhy8FOnTpF7t24cWP069cPr776KgBg586dKCwsxO2334577rkHALBkyRKUlZVhx44dKCgowEUXXYSEhAQ8++yzkXK//fZbDBgwAEePHkVKSgrDViQIgiAIgohfKOYgQRAEQRCEj1m/fj3Ky8vRs2fPyLG6deuiVatWkc/Lli3DXXfdhVWrVmH//v2orq4GAGzevBmlpaWy5f7xxx84duwYhg0bJjpeXl6Ozp07G65nhw4dIn/n5+cDANq3bx91bPfu3SgoKMCqVavw008/4fXXX4+cw/M8qqursXHjRrRp08ZwHQiCIAiCIIhoSDlIEARBEAQRwxw9ehQjRozAiBEj8PrrryMvLw+bN2/GiBEjUF5ernjdkSNHAACffPIJioqKRN8lJycbrkdiYmLkb47jFI+FFZdHjhzBpZdeiquuuiqqrIYNGxq+P0EQBEEQBCEPKQcJgiAIgiB8TLNmzZCYmIilS5dGlGb79+/Hb7/9hgEDBuDXX3/F3r178eCDD6KkpAQAohJ/JCUlAQCqqqoix0pLS5GcnIzNmzdjwIABsveWu44VXbp0wZo1a9C8eXPmZRMEQRAEQRC1UEISgiAIgiAIH5ORkYEpU6bghhtuwLx587B69WpMmjQJgUBomtewYUMkJSXh//7v/7BhwwZ89NFHuPfee0VlNGrUCBzHYc6cOdizZw+OHDmCzMxMXH/99Zg+fTpefvllrF+/HsuXL8f//d//4eWXX1a8jhX/+Mc/sGjRIkybNg0rV67E77//jg8//JASkhAEQRAEQTCGlIMEQRAEQRA+5+GHH0a/fv1wyimnYOjQoejbty+6du0KAMjLy8NLL72EWbNmobS0FA8++CAeeeQR0fVFRUW4++67cdNNNyE/Pz+igLv33ntx++2344EHHkCbNm0wcuRIfPLJJ2jSpInqdSzo0KEDFi5ciN9++w39+vVD586dcccdd6BBgwbM7kEQBEEQBEFQtmKCIAiCIAiCIAiCIAiCiFvIcpAgCIIgCIIgCIIgCIIg4hRSDhIEQRAEQRAEQRAEQRBEnELKQYIgCIIgCIIgCIIgCIKIU0g5SBAEQRAEQRAEQRAEQRBxCikHCYIgCIIgCIIgCIIgCCJOIeUgQRAEQRAEQRAEQRAEQcQppBwkCIIgCIIgCIIgCIIgiDiFlIMEQRAEQRAEQRAEQRAEEaeQcpAgCIIgCIIgCIIgCIIg4hRSDhIEQRAEQRAEQRAEQRBEnELKQYIgCIIgCIIgCIIgCIKIU/4fszCOGnFDM4gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(df.time_step, df.cpu_usage, label='cpu_usage')\n",
    "plt.scatter(df.time_step[anomaly_indexes], df.cpu_usage[anomaly_indexes], color='red', label='anomalies value')\n",
    "\n",
    "plt.title('the anomalies value')\n",
    "plt.xlabel('datetime')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Anomaly Detection by AutoEncoder Detector"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "AEDetector is unsupervised anomaly detector. It builds an autoencoder network, try to fit the model to the input data, and calcuates the reconstruction error. The samples with larger reconstruction errors are more likely the anomalies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-04-28 09:22:23.732945: I tensorflow/core/common_runtime/process_util.cc:146] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance.\n"
     ]
    }
   ],
   "source": [
    "from bigdl.chronos.detector.anomaly import AEDetector\n",
    "\n",
    "ad = AEDetector(roll_len=10, ratio=0.05)\n",
    "ad.fit(df['cpu_usage'].to_numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The anomaly scores are: [0.64881897 0.65092546 0.64724153 ... 0.9465837  0.91688025 0.8730135 ]\n",
      "The anomaly indexes are: [ 9935  1240  8255  9483  6753  8326 10225  7117  9929  9936  3932  1238\n",
      "   157  1239  8259   133  8563  7130   130  8292  9475  9473  9926   135\n",
      "  1253 10237  3954  1278  3958  9985  7137  8251   136  1276  7135  8258\n",
      "  5503  3930  1357  7131 10023 10028  7128  8247  3947  9937 10226  9932\n",
      "  8250  1242 10232  8301  1370  9476  5848  8257  8295  7133  9934  3950\n",
      "  6740  9986  9474  8302  8324  5502  1359  1457  7508  1355  9988  6752\n",
      "  8180  8248  1364  9987    14  9999 10384  3945  8303  1249  3216  3951\n",
      "  3946  9933  8260  5493  8325  1281  9989  7125  7127  1369  9482  8296\n",
      "  8253  7132  3957  8252  7510  1358  9990  8274  1245    10  8322  3949\n",
      "    12  7509  6045  9997  1285  1248  9995  1252  8256  3953  9477  1244\n",
      "  1363  1284  8293  1250  8273  9998  9994  7136  7126 10235  3956  3952\n",
      "  8275  6749  8291  1368  8323  1243  1282  8181 10229  9996  6046  9991\n",
      "  1251  9478    11  1367  1361  1365  6741  1283  9993  1354  9992  1246\n",
      "  8306  6750  3948  9479  1286 10233 10227  6747  9481  6743  6748  8193\n",
      "  1371    13  8320  6745  8304  6744  9480  8319  7517  8290  1294  1360\n",
      "  1295  1297  8192  1247    19 10382  8307  8183   170  1298  8191    15\n",
      "  6751   169   160   161   158   159   162  1362  8184  7511  1366   168\n",
      "  8182 10228  1372  6742 10383   163   166   165   164   167  8318  1289\n",
      "  7516  6746  8185    17  1288  1287  8186  1290    16  1299  8190  1291\n",
      "  8305  8189  1292  1304  8287  8187  1353  8286  8309  8315  8289  8279\n",
      "  8276  8317  8288  8285  7515  8308  1296  8314  7512  1293    18  8188\n",
      "  1300  8310  8312  8280  1456  8278  8313  1303  8316  1352  1373  1351\n",
      "  1302  8281  8284  1350  7513  1301  8277  7514  1326  1324  1325  1323\n",
      "  1336  1321  1320  1327  1322  1328  1340  1330  1349  1348  1347  1346\n",
      "  1345  1344  1343  1342  1329  1339  1341  1333  1331  1332  1334  1335\n",
      "  1337  1338  1319  1318  1309  8311  1317  1316  8282  1315  1314  8283\n",
      "  1305  1313  1454  1375  1312  1306  1453  1307  1455  1374  1308  1310\n",
      "  1311  1452  1451  1376  1377  1378  1379  1380  1450  1381  1400  1383\n",
      "  1421  1422  1423  1424  1425  1426  1427  1428  1429  1430  1431  1432\n",
      "  1433  1434  1420  1435  1437  1438  1439  1440  1441  1442  1443  1444\n",
      "  1445  1446  1447  1448  1449  1382  1436  1418  1419  1416  1397  1396\n",
      "  1395  1394  1393  1392  1417  1391  1389  1388  1387  1386  1385  1384\n",
      "  1390  1399  1398  1402  1415  1414  1413  1412  1401  1410  1411  1408\n",
      "  1407  1406  1405  1404  1403  1409 11294 11293 11295 11296 11463 11297\n",
      " 11322 11361 11344 11299 11298 11323 11302 11374 11324 11362 11327 11326\n",
      " 11325 11349 11330 11345 11346 11462 11343 11358 11359 11365 11366 11300\n",
      " 11375 11321 11347 11301 11328 11373 11372 11329 11341 11367 11333 11342\n",
      " 11355 11348 11371 11370 11360 11354 11376 11357 11337 11340 11306 11377\n",
      " 11350 11303 11351 11307 11304 11320 11319 11331 11352 11369 11356 11339\n",
      " 11368 11305 11332 11338 11334 11335 11353 11363 11336 11378 11364 11379\n",
      " 11317 11308 11311 11309 11408 11310 11312 11316 11318 11380 11315 11314\n",
      " 11313 11381 11382 11405 11383 11384 11406 11401 11422 11402 11407 11400\n",
      " 11404 11386 11397 11399 11396 11403 11409 11385 11387 11391 11394 11461\n",
      " 11398 11395 11392 11389 11393 11410 11390 11423 11414 11412 11415 11411\n",
      " 11388 11413 11419 11420 11417 11416 11421 11428 11425 11426 11424 11418\n",
      " 11427 11429 11431 11430 11432 11433 11434 11437 11435 11436 11445 11438\n",
      " 11440 11448 11444 11441 11439 11442 11450 11447 11451 11443 11446 11449\n",
      " 11452 11453 11454 11455 11456 11457 11459 11460 11458]\n"
     ]
    }
   ],
   "source": [
    "anomaly_scores = ad.score()\n",
    "anomaly_indexes = ad.anomaly_indexes()\n",
    "\n",
    "print(\"The anomaly scores are:\", anomaly_scores)\n",
    "print(\"The anomaly indexes are:\", anomaly_indexes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Draw anomalies in line chart."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(df.time_step, df.cpu_usage, label='cpu_usage')\n",
    "plt.scatter(df.time_step[anomaly_indexes], df.cpu_usage[anomaly_indexes], color='red', label='anomalies value')\n",
    "\n",
    "plt.title('the anomalies value')\n",
    "plt.xlabel('datetime')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Anomaly Detection by Threshold Detector"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ThresholdDetector is a simple anomaly detector that detectes anomalies based on threshold. The target value for anomaly testing can be either 1) the sample value itself or 2) the difference between the forecasted value and the actual value. In this notebook we demostrate the first type. The thresold can be set by user or esitmated from the train data accoring to anomaly ratio and statistical distributions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from bigdl.chronos.detector.anomaly import ThresholdDetector\n",
    "\n",
    "thd=ThresholdDetector()\n",
    "thd.set_params(trend_threshold=(20, 80))\n",
    "thd.fit(df['cpu_usage'].to_numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The anomaly scores are: {'pattern anomaly score': array([0., 0., 0., ..., 0., 0., 0.]), 'trend anomaly score': array([1., 1., 1., ..., 1., 1., 1.]), 'anomaly score': array([1., 1., 1., ..., 1., 1., 1.])}\n",
      "The anomaly indexes are: {'pattern anomaly index': [], 'trend anomaly index': [0, 1, 2, 15, 16, 17, 18, 19, 8256, 8260, 8277, 8278, 8280, 8281, 8282, 8283, 8284, 8288, 8289, 8296, 8305, 8308, 8309, 8310, 8311, 8312, 8313, 8316, 8317, 8323, 10377, 10378, 10379, 10380, 10382, 10383, 10384, 4252, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 4268, 4269, 8185, 8187, 320, 321, 322, 8563, 4658, 4659, 4660, 6742, 6744, 6745, 6746, 6751, 4709, 6826, 701, 6898, 8952, 8953, 8954, 8957, 8958, 8959, 7517, 7117, 7126, 7127, 7132, 7136, 3050, 3051, 5493, 5494, 3087, 11293, 11294, 11295, 11296, 11297, 11298, 11299, 11300, 11301, 11302, 11303, 11304, 11305, 11306, 11307, 11308, 11309, 11310, 11311, 11312, 11313, 11314, 11315, 11316, 11317, 11318, 11319, 11320, 11321, 11322, 11323, 11324, 11325, 11326, 11327, 11328, 11329, 11330, 11331, 11332, 11333, 11334, 11335, 11336, 11337, 11338, 11339, 11340, 11341, 11342, 11343, 11344, 11345, 11346, 11347, 11348, 11349, 11350, 11351, 11352, 11353, 11354, 11355, 11356, 11357, 11358, 11359, 11360, 11361, 11362, 11363, 11364, 11365, 11366, 11367, 11368, 11369, 11370, 11371, 11372, 11373, 11374, 11375, 11376, 11377, 11378, 11379, 11380, 11381, 11382, 11383, 11384, 11385, 11386, 11387, 11388, 11389, 11390, 11391, 11392, 11393, 11394, 11395, 11396, 11397, 11398, 11399, 11400, 11401, 3210, 3211, 3212, 3213, 11402, 3215, 3216, 11403, 11404, 11405, 11406, 11407, 11408, 11409, 11410, 11411, 11412, 11413, 11414, 11415, 11416, 11417, 11418, 11419, 11420, 11421, 11422, 11423, 11424, 1191, 1192, 11425, 11426, 11427, 11428, 11429, 11430, 11431, 11432, 11433, 11434, 11435, 11436, 11437, 11438, 11439, 11440, 11441, 11442, 11443, 11444, 11445, 11446, 11447, 11448, 11449, 11450, 11451, 11452, 11453, 11454, 11455, 11456, 11457, 11458, 11459, 11460, 11461, 11462, 11463, 1246, 1247, 1251, 1262, 1263, 9478, 1287, 1288, 9479, 1290, 1291, 1292, 1293, 9480, 9481, 1296, 1300, 1301, 1302, 1303, 1305, 1306, 1307, 1308, 1309, 1310, 1311, 1312, 1313, 1314, 1315, 1316, 1317, 1318, 1319, 1320, 1321, 1322, 1323, 1324, 1325, 1326, 1327, 1328, 1329, 1330, 1331, 1332, 1333, 1334, 1335, 1336, 1337, 1338, 1339, 1340, 1341, 1342, 1343, 1344, 1345, 1346, 1347, 1348, 1349, 1350, 1351, 1352, 1360, 1361, 1362, 7508, 7509, 1366, 7510, 7511, 7512, 7513, 7514, 7515, 7516, 1374, 1375, 1376, 1377, 1378, 1379, 1380, 1381, 1382, 1383, 1384, 1385, 1386, 1387, 1388, 1389, 1390, 1391, 1392, 1393, 1394, 1395, 1396, 1397, 1398, 1399, 1400, 1401, 1402, 1403, 1404, 1405, 5502, 1406, 1407, 1408, 1409, 1410, 1411, 1412, 1413, 1414, 1415, 1416, 1417, 1418, 1419, 1420, 1421, 1422, 1423, 1424, 1425, 1426, 1427, 1428, 1429, 1430, 1431, 1432, 1433, 1434, 1435, 1436, 1437, 1438, 1439, 1440, 1441, 1442, 1443, 1444, 1445, 1446, 1447, 1448, 1449, 1450, 1451, 1452, 1453, 1454, 1455, 5830, 5831, 1743, 1744, 1745, 1750, 1751, 5848, 9991, 9992, 9993, 10023, 10028, 3930, 3932, 3948, 3952, 3956, 6040, 6041, 6042, 6043, 6045, 6046, 6048, 6049, 10227, 10228, 10229, 10233, 8186, 10235, 8188, 8189, 8190], 'anomaly index': [0, 1, 2, 15, 16, 17, 18, 19, 11404, 8256, 8260, 11414, 8277, 8278, 8280, 8281, 8282, 8283, 8284, 11415, 11416, 8288, 8289, 11417, 8296, 8305, 8308, 8309, 8310, 8311, 8312, 8313, 11421, 8316, 8317, 8323, 10377, 10378, 10379, 10380, 10382, 10383, 10384, 4252, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 4268, 4269, 11446, 10233, 10235, 320, 321, 322, 8563, 4658, 4659, 4660, 6742, 6744, 6745, 6746, 6751, 4709, 6826, 701, 6898, 8952, 8953, 8954, 8957, 8958, 8959, 7117, 7126, 7127, 7132, 7136, 3050, 3051, 3087, 11293, 11294, 11295, 11296, 11297, 11298, 11299, 11300, 11301, 11302, 11303, 11304, 11305, 11306, 11307, 11308, 11309, 11310, 11311, 11312, 11313, 11314, 11315, 11316, 11317, 11318, 11319, 11320, 11321, 11322, 11323, 11324, 11325, 11326, 11327, 11328, 11329, 11330, 11331, 11332, 11333, 11334, 11335, 11336, 11337, 11338, 11339, 11340, 11341, 11342, 11343, 11344, 11345, 11346, 11347, 11348, 11349, 11350, 11351, 11352, 11353, 11354, 11355, 11356, 11357, 11358, 11359, 11360, 11361, 11362, 11363, 11364, 11365, 11366, 11367, 11368, 11369, 11370, 11371, 11372, 11373, 11374, 11375, 11376, 11377, 11378, 11379, 11380, 11381, 11382, 11383, 11384, 11385, 11386, 11387, 11388, 11389, 11390, 11391, 11392, 11393, 11394, 11395, 11396, 11397, 11398, 11399, 11400, 11401, 11402, 11403, 3210, 3211, 3212, 3213, 3215, 3216, 11408, 11409, 11410, 11412, 11405, 11406, 11407, 11411, 11418, 11419, 11420, 11413, 11422, 11423, 11424, 11425, 11426, 11427, 11428, 11429, 11430, 1191, 1192, 11431, 11432, 11433, 11436, 11437, 11438, 11434, 11440, 11441, 11442, 11443, 11435, 11439, 11444, 11447, 11448, 11449, 11445, 11451, 11452, 11453, 11454, 11455, 11450, 11456, 11458, 11459, 11460, 11461, 11462, 11463, 11457, 1246, 1247, 1251, 1262, 1263, 9478, 1287, 1288, 9479, 1290, 1291, 1292, 1293, 9480, 9481, 1296, 1300, 1301, 1302, 1303, 1305, 1306, 1307, 1308, 1309, 1310, 1311, 1312, 1313, 1314, 1315, 1316, 1317, 1318, 1319, 1320, 1321, 1322, 1323, 1324, 1325, 1326, 1327, 1328, 1329, 1330, 1331, 1332, 1333, 1334, 1335, 1336, 1337, 1338, 1339, 1340, 1341, 1342, 1343, 1344, 1345, 1346, 1347, 1348, 1349, 1350, 1351, 1352, 1360, 1361, 1362, 7508, 7509, 1366, 7510, 7511, 7512, 7513, 7514, 7515, 7517, 7516, 1374, 1375, 1376, 1377, 1378, 1379, 1380, 1381, 1382, 1383, 1384, 1385, 1386, 1387, 1388, 1389, 1390, 1391, 1392, 1393, 1394, 1395, 5493, 5494, 1396, 1397, 1398, 1399, 1400, 1401, 1402, 1403, 1404, 1405, 5502, 1406, 1407, 1408, 1409, 1410, 1411, 1412, 1413, 1414, 1415, 1416, 1417, 1418, 1419, 1420, 1421, 1422, 1423, 1424, 1425, 1426, 1427, 1428, 1429, 1430, 1431, 1432, 1433, 1434, 1435, 1436, 1437, 1438, 1439, 1440, 1441, 1442, 1443, 1444, 1445, 1446, 1447, 1448, 1449, 1450, 1451, 1452, 1453, 1454, 1455, 5830, 5831, 1743, 1744, 1745, 1750, 1751, 5848, 9991, 9992, 9993, 10023, 10028, 3930, 3932, 3948, 3952, 3956, 6040, 6041, 6042, 6043, 6045, 6046, 6048, 6049, 10227, 10228, 10229, 8185, 8186, 8187, 8188, 8189, 8190]}\n"
     ]
    }
   ],
   "source": [
    "anomaly_scores = thd.score()\n",
    "anomaly_indexes = thd.anomaly_indexes()\n",
    "\n",
    "print(\"The anomaly scores are:\", anomaly_scores)\n",
    "print(\"The anomaly indexes are:\", anomaly_indexes)\n",
    "anomaly_indexes = anomaly_indexes['anomaly index']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Draw anomalies in line chart."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(df.time_step, df.cpu_usage, label='cpu_usage')\n",
    "plt.scatter(df.time_step[anomaly_indexes], df.cpu_usage[anomaly_indexes], color='red', label='anomalies value')\n",
    "\n",
    "plt.title('the anomalies value')\n",
    "plt.xlabel('datetime')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
